Compositions and Methods of Plant Breeding Using High Density Marker Information

ABSTRACT

The present invention relates to breeding methods to enhance the germplasm of a plant. The methods describe the identification and accumulation of preferred haplotype genomic regions in the germplasm of breeding populations of maize ( Zea mays ) and soybean ( Glycine max ). The invention also relates to maize and soybean plants comprising preferred haplotypes.

CROSS-REFERENCE TO RELATED APPLICATIONS

This application claims priority to U.S. Provisional Application Ser.No. 60/837,864 (filed Aug. 15, 2006), which is incorporated herein byreference in its entirety.

FIELD OF THE INVENTION

This invention relates to the field of plant breeding, in particular tomethods to facilitating informed germplasm improvement activities withina breeding program by defining haplotypes within pre-determinedchromosomal windows within a genome and associating the haplotypes withhaplotype effect estimates for one or more traits, wherein theassociations can be made de novo or by leveraging historicalmarker-trait association data. Accordingly, the methods of the presentinvention enable decisions related to germplasm improvement activitiesto be made by ranking haplotypes based on numerical values, wherein thevalues represent the haplotype effect estimates, haplotype frequency,and/or breeding values. Herein, breeding values are calculated based onhaplotype effect estimates and haplotype frequency, wherein thehaplotype breeding value represents the effect of fixing a particularhaplotype in a population, thus providing the basis for rankinghaplotypes.

BACKGROUND OF THE INVENTION

Breeding has advanced from selection for economically important traitsin plants and animals based on phenotypic records of an individual andits relatives to the application of molecular genetics to identifygenomic regions that contain valuable genetic traits. Inclusion ofgenetic markers in breeding programs has accelerated the geneticaccumulation of valuable traits into a germplasm compared to thatachieved based on phenotypic data only. Herein, “germplasm” includesbreeding germplasm, breeding populations, collection of elite inbredlines, populations of random mating individuals, and biparental crosses.Genetic marker alleles (an “allele” is an alternative sequence at alocus) are used to identify plants that contain a desired genotype atmultiple loci, and that are expected to transfer the desired genotype,along with a desired phenotype to their progeny. Genetic marker allelesare used to identify plants that contain the desired genotype at onemarker locus, several loci, or a haplotype, and that would be expectedto transfer the desired genotype, along with a desired phenotype totheir progeny. This process has been widely referenced and has served togreatly economize plant breeding by accelerating the fixation ofadvantageous alleles and also eliminating the need for phenotyping everygeneration.

Recent years have seen tremendous advances in the application ofmarker-assisted breeding techniques, on both the development of markersand the association of markers with phenotypes, or quantitative traitloci (QTL) mapping. Examples of DNA markers are Restriction FragmentLength Polymorphisms (RFLP), Amplified Fragment Length Polymorphisms(AFLP), Simple Sequence Repeats (SSR), Single Nucleotide Polymorphisms(SNP), Insertion/Deletion Polymorphisms (Indels), Variable Number TandemRepeats (VNTR), and Random Amplified Polymorphic DNA (RAPD), and othersknown to those skilled in the art. Marker discovery and development incrops provides the initial framework for applications to marker-assistedbreeding activities (U.S. Pat. No. 5,437,697; US Patent Applications2005/0204780, 2005/0216545, 2005/0218305, and Ser. No. 11/504,538). Theresulting “genetic map” is the representation of the relative positionof characterized loci (DNA markers or any other locus for which allelescan be identified) along the chromosomes. The measure of distance onthis map is relative to the frequency of crossover events between sisterchromatids at meiosis. As a set, polyallelic markers serve as a usefultool for fingerprinting plants to inform the degree of identity of linesor varieties (U.S. Pat. No. 6,207,367). These markers form the basis fordetermining associations with phenotype and can be used to drive geneticgain. The implementation of marker-assisted selection is dependent onthe ability to detect underlying genetic differences betweenindividuals.

Because of ALLELIC differences in these molecular markers, QTL can beidentified by statistical evaluation of the genotypes and phenotypes ofsegregating populations. Processes to map QTL are well-described (WO90/04651; U.S. Pat. Nos. 5,492,547, 5,981,832, 6,455,758; reviewed inFlint-Garcia et al. 2003 Ann. Rev. Plant Biol. 54:357-374). Usingmarkers to infer phenotype in these cases results in the economizationof a breeding program by substitution of costly, time-intensivephenotyping with genotyping. Further, breeding programs can be designedto explicitly drive the frequency of specific, favorable phenotypes bytargeting particular genotypes (U.S. Pat. No. 6,399,855). Fidelity ofthese associations may be monitored continuously to ensure maintainedpredictive ability and, thus, informed breeding decisions (US PatentApplication 2005/0015827).

This process has evolved to the application of markers as a tool for theselection of “new and superior plants” via introgression of preferredgenomic regions as determined by statistical analyses (U.S. Pat. No.6,219,964). Marker-assisted introgression involves the transfer of achromosomal region, defined by one or more markers, from one germplasmto a second germplasm. The initial step in that process is thelocalization of the genomic region or transgene by gene mapping, whichis the process of determining the position of a gene or genomic regionrelative to other genes and genetic markers through linkage analysis.The basic principle for linkage mapping is that the closer together twogenes are on a chromosome, the more likely they are to be inheritedtogether. Briefly, a cross is generally made between two geneticallycompatible but divergent parents relative to the traits of interest.Genetic markers can then be used to follow the segregation of thesetraits in the progeny from the cross, often a backcross (BC1), F₂, orrecombinant inbred population.

It is well recognized that common QTL mapping procedures provide lowresolution placement of inferred QTL loci on the genetic map (e.g.,Buntjer et al. 2005 Trends Plant Sci. 10:466-471; Morgante et al. 2003Curr. Op. Biotech. 14:214-219). This is attributable to two, basicunderlying facts. First, QTL identification is a low-power activity,requiring that information from a large number of progeny be leveragedto achieve a significant confidence that any observed differences in theexpression of a quantitative trait amongst classes of progeny must bedue to linkage of a trait locus to the genetic marker that provided thebasis for DIFFERENTIATING classes of progeny. Second, the progenygeneration usually employed in QTL mapping is of relatively recentderivation from the F1 generation, the point where genetic mechanismscould first act to allow linked alleles to begin the slow approach tolinkage EQUILIBRIUM. The consequence of these two facts is thatidentified QTL can be placed only with a reasonable confidence ofexisting within a segment of DNA as large as 20-30 cM.

Further, other limitations of traditional QTL mapping research includethe fact that inferences are restricted to the particular parents of themapping population and the genes or gene combinations of these parentalvarieties. There has long been interest in extrapolating the QTLinferences BEYOND the original mapping population in an attempt toleverage the genetic insight to broad sets of germplasm, including eliteand unimproved germplasm sources. However, there are a number ofbiological reasons why such broad inferences are likely to be invalid(Paterson 1995 Genome Res. 5:321-333; Slate 2005 Mol. Ecol. 14:363-379;Breseghello et al. 2006 Crop Sci. 46:1323-1330), with the majorlimitation being the lack of knowledge of identity by descent at aspecific genomic region (Bunter et al. 2005 Trends Plant Sci.10:466-471).

It has long been recognized that genes and genomic sequences may beidentical by state (i.e., identical by independent origins) or identicalby descent (i.e., through historical inheritance from a commonprogenitor) which has tremendous bearing on studies of linkagedisequilibrium and, ultimately, mapping studies (Nordberg et al. 2002Trends Gen. 18:83-90). Historically, genetic markers were notappropriate for distinguishing identical in state or by descent.However, newer classes of markers, such as SNPs (single nucleotidepolymorphisms), are more diagnostic of origin. The likelihood that aparticular SNP allele is derived from independent origins in the extantpopulations of a particular species is very low. Polymorphisms occurringin linked genes are randomly assorted at a slow, but predictable rate,described by the decay of linkage disequilibrium or, alternatively, theapproach of linkage equilibrium. Consequences of this well-establishedscientific discovery are that long stretches of coding DNA, defined by aspecific combination of polymorphisms, are very unique and extremelyimprobable of existing in duplication except through linkagedisequilibrium, which is indicative of recent co-ancestry from a commonprogenitor. The probability that a particular genomic region, as definedby some combination of alleles, indicates absolute identity of theentire intervening genetic sequence is dependent on the number of linkedpolymorphisms in this genomic region, barring the occurrence of recentmutations in the interval. Herein, such genomic regions are referred toas haplotype windows. Each haplotype within that window is defined byspecific combinations of alleles; the greater the number of alleles, thegreater the number of potential haplotypes, and the greater thecertainty that identity by state is a result of identity by descent atthat region. During the development of new lines, ancestral haplotypesare maintained through the process and are typically thought of as‘linkage blocks’ that are inherited as a unit through a pedigree.Further, if a specific haplotype has a known effect, or phenotype, it ispossible to extrapolate its effect in other lines with the samehaplotype, as determined using one or more diagnostic markers for thathaplotype window.

There have been contributions in the public domain around analyses todefine haplotype blocks from a plurality of markers and the methodologyis well known to anyone skilled in the art (e.g., U.S. Pat. No.6,844,154; U.S. Pat. No. 6,909,971; U.S. Pat. No. 6,920,398; U.S. Pat.No. 6,969,589; U.S. Pat. No. 7,041,447). In human populations,statistical analyses, such as association studies, have been employed todetermine haplotype-phenotype associations, which is useful forinforming clinical decisions (Li et al. 2006 BMC Bioinformatics 7:258;U.S. Pat. No. 6,931,326; U.S. Pat. No. 6,969,589). In mice, theresolution of haplotype structure (Frazer et al. 2004 Genome Res.14:1493-1500; Wiltshire et al. 2003 Proc. Natl. Acad. Sci.100:3380-3385) has also enabled enhanced QTL mapping for inbred lines(Pletcher et al. 2004 PLoS Biol. 2:e393; McClurg et al. 2006 BMCBioinformatics 7:61).

The present invention allows researchers to address the biologicallimitations of known methods of QTL mapping and incorporates pedigreeinformation such that the invention enables an improved approach topredictive breeding, based on both an improved approach to traditionalQTL mapping coupled with high density fingerprinting. This combinationof information allows the correspondence of the deductive inferencesabout linkage between marker alleles and phenotype with the ability toreliably predict where the same parental linkages exist elsewhere in thegermplasm pool. Thus, the present invention provides a means to predictacross a broad group of germplasm, comprising multiple populations,where the prior inferences of genotype-phenotype associations areapplicable. Further, the present invention allows such inferences to bemade for multiple traits, a key feature lacking in previous inventions.

In another aspect, there is a need in the art of plant breeding toidentify haplotypes beyond the context of specific traits or regions. Inthe present invention, haplotype windows are defined across the genomein order to enable comparisons between two or more haplotypes within andbetween windows, wherein the haplotypes are associated with one or moretraits to establish an estimated effect. As a result, haplotypesassociated with improved performance with respect to an phenotypic traitor multiple traits are targeted for selection and it is possible to thenselect for these genomic regions simultaneously. Assessing haplotypes ata genome level generates a greater density of haplotypes and facilitatesthe identification of preferred haplotypes that might be overlooked withsmaller-scale haplotype analyses. Herein, the traits may benontransgenic or transgenic in nature.

The present invention allows one skilled in the art to estimatehaplotype effects using associations, based on historical data or denovo mapping, between genetic markers and one or more phenotypic traits.In conjunction with haplotype frequencies, haplotype effect estimatescan also be used to calculate haplotype breeding values for a group ofhaplotypes. In the context of a specified set of haplotypes, acalculated set of breeding values can be used to ranking haplotypes bothwithin and between windows. In the context of evaluating the effect ofsubstituting a specific region in the genome, either by introgression ora transgenic event, haplotype breeding values provide for comparinghaplotypes across windows for substitution effects. Both rankings ofhaplotype effects and breeding values allow one skilled in the art tomake selections for the purpose of germplasm improvement activities.

SUMMARY OF THE INVENTION

The present Invention includes and provides a method for improving plantgermplasm by accumulation of haplotypes of interest in a germplasmcomprising determining haplotype windows in the genome, defining atleast two haplotypes within those windows based on one or morepolymorphic markers, and associating the haplotypes with their specificeffects, and using the haplotype effect estimates to direct breedingdecisions. These haplotype effect estimates can be derived usinghistorical marker-trait associations or de novo from mappingpopulations. The haplotype effect estimates for one or more traitsprovide the basis for making decisions in a breeding program. Thisinvention also provides an alternative basis for decision-making usingbreeding value calculations based on the estimated effect and frequencyof haplotypes, within and between haplotype windows, in the germplasm.Haplotype breeding values are used to rank a specified set ofhaplotypes, either within or across windows. Haplotype breeding valuesalso provide the basis for ranking haplotypes, by evaluating the effectof fixing a haplotype by introgression or a transgenic event.

In the present invention, haplotype effect estimates and/or breedingvalues for one or more traits of interest provide the basis fordetermining one or more haplotypes of interest in comparisons of two ormore haplotypes. With this a priori information, breeding selections areconducted on a haplotype, rather than marker, basis, wherein a firstplant is crossed with a SECOND plant that contains at least onehaplotype that is different from the first plant haplotype orhaplotypes; and at least one progeny plant is selected by detecting thehaplotype or set of haplotypes of the first plant, wherein the progenyplant comprises in its genome one or more haplotypes of interest of thefirst plant and at least one haplotype of interest of the second plant;and the progeny plant is used in activities related to germplasmimprovement, non-limiting examples of which include line development,hybrid development, transgenic event selection, making breeding crosses,testing and advancing a plant through self fertilization, using plant orparts thereof for transformation, using plants or parts thereof forcandidates for expression constructs, and using plant or parts thereoffor mutagenesis.

The present invention includes a method for breeding of a crop plant,such as maize (Zea mays), soybean (Glycine max), cotton (Gossypiumhirsutum), peanut (Arachis hypogaea), barley (Hordeum vulgare); oats(Avena sativa); orchard grass (Dactylis glomerata); rice (Oryza sativa,including indica and japonica varieties); sorghum (Sorghum bicolor);sugar cane (Saccharum sp); tall fescue (Festuca arundinacea); turfgrassspecies (e.g. species: Agrostis stolonifera, Poa pratensis, Stenotaphrumsecundatum); wheat (Triticum aestivum), and alfalfa (Medicago sativa),members of the genus Brassica, broccoli, cabbage, carrot, cauliflower,Chinese cabbage, cucumber, dry bean, eggplant, fennel, garden beans,gourd, leek, lettuce, melon, okra, onion, pea, pepper, pumpkin, radish,spinach, squash, sweet corn, tomato, watermelon, ornamental plants, andother fruit, vegetable, tuber, oilseed, and root crops, wherein oilseedcrops include soybean, canola, oil seed rape, oil palm, sunflower,olive, corn, cottonseed, peanut, flaxseed, safflower, and coconut, withenhanced traits comprising at least one sequence of interest, furtherdefined as conferring a preferred property selected from the groupconsisting of herbicide tolerance, disease resistance, insect or pestresistance, altered fatty acid, protein or carbohydrate metabolism,increased grain yield, increased oil, increased nutritional content,increased growth rates, enhanced stress tolerance, preferred maturity,enhanced organoleptic properties, altered morphological characteristics,other phenotypic traits, traits for industrial uses, or traits forimproved consumer appeal, wherein the traits may be nontransgenic ortransgenic.

Non-limiting examples of silage quality traits include brown midrib(BMR) traits, in vitro digestability of dry matter, leafiness, hornyendosperm, crude protein, neutral detergent fiber, neutral detergentfiber digestability, starch content, starch availability, kerneltexture, milk/ton, fat content of milk, readily available energy,soluble carbohydrate digestability, nonsoluble carbohydratedigestability, reduced phytate production, reduced waste production, andsilage yield.

Non-limiting examples of grain quality traits for biofuel yield includetotal biomass, fermentation yield, fermentation kinetics, total starch,extractable starch, starch morphology, phosphorous availability, waxytraits, glucose content, total oil content, germ oil content, endospermoil content, fatty acid composition, kernel or seed morphology, amylosecontent, amylopectin content, protein composition and content (inparticular, for end-use in animal feed following fractionation).

The present invention also provides for plants and parts thereof withcompositions of preferred haplotypes as described herein.

BRIEF DESCRIPTION OF THE DRAWINGS

The drawings described herein are for illustration purposes only and arenot intended to limit the scope of the present teachings in any way.

FIG. 1 is an illustration depicting the 30 cM region resolved by highdensity fingerprinting that mapped to grain yield QTL on chromosome 4 incorn. Both favorable and unfavorable haplotypes were identified in thisregion, with the favorable haplotype corresponding to a 4.2 Bu/Acreadvantage.

FIG. 2 depicts the marker fingerprint information for the inbreds withthe favorable haplotype (5750 and 3323) and unfavorable haplotype (3140and 90LDC2). A third haplotype was identified in the two testers (7051and WQDS7). The markers shown in FIG. 3 were used to screen a corngermplasm set to determine the distribution of these three haplotypesand inform future breeding choices.

FIG. 3 is a flow chart illustrating the sequence of Automatic ModelPicking (AMP), an algorithm that assists breeders with haplotype-basedselection and, more specifically, enable pre-selection.

DETAILED DESCRIPTION

The definitions and methods provided define the present invention andguide those of ordinary skill in the art in the practice of the presentinvention. Unless otherwise noted, terms are to be understood accordingto conventional usage by those of ordinary skill in the relevant art.Definitions of common terms in molecular biology may also be found inRieger et al., Glossary of Genetics: Classical and Molecular, 5thedition, Springer-Verlag: New York, 1991; and Lewin, Genes V, OxfordUniversity Press: New York, 1994. The nomenclature for DNA bases as setforth at 37 CFR §1.822 is used.

As used herein, “polymorphism” means the presence of one or morevariations of a nucleic acid sequence at one or more loci in apopulation of one or more individuals. The variation may comprise but isnot limited to one or more base changes, the insertion of one or morenucleotides or the deletion of one or more nucleotides. A polymorphismincludes a single nucleotide polymorphism (SNP), a simple sequencerepeat (SSR) and indels, which are insertions and deletions. Apolymorphism may arise from random processes in nucleic acidreplication, through mutagenesis, as a result of mobile genomicelements, from copy number variation and during the process of meiosis,such as unequal crossing over, genome duplication and chromosome breaksand fusions. The variation can be commonly found or may exist at lowfrequency within a population, the former having greater utility ingeneral plant breeding and the latter may be associated with rare butimportant phenotypic variation.

As used herein, “marker” means a polymorphic nucleic acid sequence ornucleic acid feature. A “polymorphism” is a variation among individualsin sequence, particularly in DNA sequence, or feature, such as atranscriptional profile or methylation pattern. Useful polymorphismsinclude single nucleotide polymorphisms (SNPs), insertions or deletionsin DNA sequence (Indels), simple sequence repeats of DNA sequence (SSRs)a restriction fragment length polymorphism, a haplotype, and a tag SNP.A genetic marker, a gene, a DNA-derived sequence, a RNA-derivedsequence, a promoter, a 5′ untranslated region of a gene, a 3′untranslated region of a gene, microRNA, siRNA, a QTL, a satellitemarker, a transgene, mRNA, ds mRNA, a transcriptional profile, and amethylation pattern may comprise polymorphisms. In a broader aspect, a“marker” can be a detectable characteristic that can be used todiscriminate between heritable differences between organisms. Examplesof such characteristics may include genetic markers, proteincomposition, protein levels, oil composition, oil levels, carbohydratecomposition, carbohydrate levels, fatty acid composition, fatty acidlevels, amino acid composition, amino acid levels, biopolymers,pharmaceuticals, starch composition, starch levels, fermentable starch,fermentation yield, fermentation efficiency, energy yield, secondarycompounds, metabolites, morphological characteristics, and agronomiccharacteristics.

As used herein, “marker assay” means a method for detecting apolymorphism at a particular locus using a particular method, e.g.measurement of at least one phenotype (such as seed color, flower color,or other visually detectable trait), restriction fragment lengthpolymorphism (RFLP), single base extension, electrophoresis, sequencealignment, allelic specific oligonucleotide hybridization (ASO), randomamplified polymorphic DNA (RAPD), microarray-based technologies, andnucleic acid sequencing technologies, etc.

As used herein, the term “haplotype” means a chromosomal region within ahaplotype window defined by at least one polymorphic marker. The uniquemarker fingerprint combinations in each haplotype window defineindividual haplotypes for that window. Further, changes in a haplotype,brought about by recombination for example, may result in themodification of a haplotype so that it comprises only a portion of theoriginal (parental) haplotype operably linked to the trait, for example,via physical linkage to a gene, QTL, or transgene. Any such change in ahaplotype would be included in our definition of what constitutes ahaplotype so long as the functional integrity of that genomic region isunchanged or improved.

As used herein, the term “haplotype window” means a chromosomal regionthat is established by statistical analyses known to those of skill inthe art and is in linkage disequilibrium. Thus, identity by statebetween two inbred individuals (or two gametes) at one or more markerloci located within this region is taken as evidence ofidentity-by-descent of the entire region. Each haplotype window includesat least one polymorphic marker. Haplotype windows are mapped along eachchromosome in the genome. Haplotype windows are not fixed per se and,given the ever-increasing density of markers, this invention anticipatesthe number and size of haplotype windows to evolve, with the number ofwindows increasing and their respective sizes decreasing, thus resultingin an ever-increasing degree confidence in ascertaining identity bydescent based on the identity by state at the marker loci.

As used herein, “genotype” means the genetic component of the phenotypeand it can be indirectly characterized using markers or directlycharacterized by nucleic acid sequencing. Suitable markers include aphenotypic character, a metabolic profile, a genetic marker, or someother type of marker. A genotype may constitute an allele for at leastone genetic marker locus or a haplotype for at least one haplotypewindow. In some embodiments, a genotype may represent a single locus andin others it may represent a genome-wide set of loci. In anotherembodiment, the genotype can reflect the sequence of a portion of achromosome, an entire chromosome, a portion of the genome, and theentire genome.

As used herein, “phenotype” means the detectable characteristics of acell or organism which are a manifestation of gene expression.

As used herein, “haplotype effect estimate” means a predicted effectestimate for a haplotype reflecting association with one or morephenotypic traits, wherein the associations can be made de novo or byleveraging historical haplotype-trait association data

As used herein, “breeding value” means a calculation based on nucleicacid sequence effect estimates and nucleic acid sequence frequencyvalues, the breeding value of a specific nucleic acid sequence relativeto other nucleic acid sequences at the same locus (i.e., haplotypewindow), or across loci (i.e., haplotype windows), can also bedetermined. In other words, the change in population mean by fixing saidnucleic acid sequence is determined. In addition, in the context ofevaluating the effect of substituting a specific region in the genome,either by introgression or a transgenic event, breeding values providethe basis for comparing specific nucleic acid sequences for substitutioneffects. Also, in hybrid crops, the breeding value of nucleic acidsequences can be calculated in the context of the nucleic acid sequencein the tester used to produce the hybrid.

As used herein, “linkage” refers to relative frequency at which types ofgametes are produced in a cross. For example, if locus A has genes “A”or “a” and locus B has genes “B” or “b” and a cross between parent Iwith AABB and parent B with aabb will produce four possible gameteswhere the genes are segregated into AB, Ab, aB and ab. The nullexpectation is that there will be independent equal segregation intoeach of the four possible genotypes, i.e. with no linkage ¼ of thegametes will of each genotype. Segregation of gametes into a genotypesdiffering from ¼ are attributed to linkage.

As used herein, “linkage disequilibrium” is defined in the context ofthe relative frequency of gamete types in a population of manyindividuals in a single generation. If the frequency of allele A is p, ais p′, B is q and b is q′, then the expected frequency (with no linkagedisequilibrium) of genotype AB is pq, Ab is pq', aB is p′q and ab isp′q′. Any deviation from the expected frequency is called linkagedisequilibrium. Two loci are said to be “genetically linked” when theyare in linkage disequilibrium.

As used herein, “quantitative trait locus (QTL)” means a locus thatcontrols to some degree numerically representable traits that areusually continuously distributed.

As used herein, the term “transgene” means nucleic acid molecules inform of DNA, such as cDNA or genomic DNA, and RNA, such as mRNA ormicroRNA, which may be single or double stranded.

As used herein, the term “inbred” means a line that has been bred forgenetic homogeneity. Without limitation, examples of breeding methods toderive inbreds include pedigree breeding, recurrent selection,single-seed descent, backcrossing, and doubled haploids.

As used herein, the term “hybrid” means a progeny of mating between atleast two genetically dissimilar parents. Without limitation, examplesof mating schemes include single crosses, modified single cross, doublemodified single cross, three-way cross, modified three-way cross, anddouble cross, wherein at least one parent in a modified cross is theprogeny of a cross between sister lines.

As used herein, the term “tester” means a line used in a testcross withanother line wherein the tester and the lines tested are from differentgermplasm pools. A tester may be isogenic or nonisogenic.

As used herein, the term “corn” means Zea mays or maize and includes allplant varieties that can be bred with corn, including wild maizespecies.

As used herein, the term “soybean” means Glycine max and includes allplant varieties that can be bred with soybean, including wild soybeanspecies.

As used herein, the term “canola” means Brassica napus and B. campestrisand includes all plant varieties than can be bred with canola, includingwild Brassica species and other agricultural Brassica species.

As used herein, the term “elite line” means any line that has resultedfrom breeding and selection for superior agronomic performance. An eliteplant is any plant from an elite line.

In the present invention, haplotypes are defined on the basis of one ormore polymorphic markers within a given haplotype window, with haplotypewindows being distributed throughout the crop's genome. In anotheraspect, de novo and/or historical marker-phenotype association data areleveraged to infer haplotype effect estimates for one or more phenotypesfor one or more of the haplotypes for a crop. Haplotype effect estimatesenable one skilled in the art to make breeding decisions by comparinghaplotype effect estimates for two or more haplotypes. Polymorphicmarkers, and respective map positions, of the present invention areprovided in US Patent Applications 2005/0204780, 2005/0216545,2005/0218305, and Ser. No. 11/504,538, which are incorporated herein byreference in their entirety.

In yet another aspect, haplotype effect estimates are coupled withhaplotype frequency values to calculate a haplotype breeding value of aspecific haplotype relative to other haplotypes at the same haplotypewindow, or across haplotype windows, for one or more phenotypic traits.In other words, the change in population mean by fixing the haplotype isdetermined. In still another aspect, in the context of evaluating theeffect of substituting a specific region in the genome, either byintrogression or a transgenic event, haplotype breeding values are usedas a basis in comparing haplotypes for substitution effects. Further, inhybrid crops, the breeding value of haplotypes is calculated in thecontext of at least one haplotype in a tester used to produce a hybrid.Once the value of haplotypes at a given haplotype window are determinedand high density fingerprinting information is available on specificvarieties or lines, selection can be applied to these genomic regionsusing at least one marker in the at least one haplotype.

In the present invention, selection can be applied at one or more stagesof a breeding program:

a) Among genetically distinct populations, herein defined as “breedingpopulations,” as a pre-selection method to increase the selection indexand drive the frequency of favorable haplotypes among breedingpopulations, wherein pre-selection is defined as selection amongpopulations based on at least one haplotype for use as parents inbreeding crosses, and leveraging of marker-trait association identifiedin previous breeding crosses.

b) Among segregating progeny from a breeding population, to increase thefrequency of the favorable haplotypes for the purpose of line or varietydevelopment.

c) Among segregating progeny from a breeding population, to increase thefrequency of the favorable haplotypes prior to QTL mapping within thisbreeding population.

d) For hybrid crops, among parental lines from different heteroticgroups to predict the performance potential of different hybrids.

Conversely, mapping can be performed based on haplotypes, versus markersalone (Fan et al. 2006 Genetics). A haplotype is a segment of DNA in thegenome of an organism that is assumed to be identical by descent fordifferent individuals when the knowledge of identity by state at one ormore loci is the same in the different individuals, and that theregional amount of linkage disequilibrium in the vicinity of thatsegment on the physical or genetic map is high. A haplotype can betracked through populations and its statistical association with a giventrait can be analyzed. By searching the target space for a QTLassociation across multiple QTL mapping populations that have parentallines with genomic regions that are identical by descent, the effectivepopulation size associated with QTL mapping is increased. The increasedsample size results in more recombinant progeny which increases theprecision of estimating the QTL position.

Thus, a haplotype association study allows one to define the frequencyand the type of the ancestral carrier haplotype. An “association study”is a genetic experiment where one tests the level of departure fromrandomness between the segregation of alleles at one or more marker lociand the value of individual phenotype for one or more traits.Association studies can be done on quantitative or categorical traits,accounting or not for population structure and/or stratification. In thepresent invention, associations between haplotypes and phenotypes forthe determination of “haplotype effect estimates” can be conducted denovo, using mapping populations for the evaluation of one or morephenotypes, or using historical genotype and phenotype data.

A haplotype analysis is important in that it increases the statisticalpower of an analysis involving individual biallelic markers. In a firststage of a haplotype frequency analysis, the frequency of the possiblehaplotypes based on various combinations of the identified biallelicmarkers of the invention is determined. The haplotype frequency is thencompared for distinct populations and a reference population. Ingeneral, any method known in the art to test whether a trait and agenotype show a statistically significant correlation may be used.

Methods for determining the statistical significance of a correlationbetween a phenotype and a genotype, in this case a haplotype, may bedetermined by any statistical test known in the art and with anyaccepted threshold of statistical significance being required. Theapplication of particular methods and thresholds of significance arewell within the skill of the ordinary practitioner of the art.

In plant breeding populations, linkage disequilibrium (LD) is the levelof departure from random association between two or more loci in apopulation and LD often persists over large chromosomal segments.Although it is possible for one to be concerned with the individualeffect of each gene in the segment, for a practical plant breedingpurpose the emphasis is typically on the average impact the region hasfor the trait(s) of interest when present in a line, hybrid or variety.

In the present invention, the amount of pair-wise LD is presented (usingthe r² statistic) against the distance in centiMorgan (cM, one hundredthof a Morgan, on average one recombination per meiosis, recombination isthe result of the reciprocal exchange of chromatid segments betweenhomologous chromosomes paired at meiosis, and it is usually observedthrough the association of alleles at linked loci from differentgrandparents in the progeny) between the markers for a referencegermplasm set of 149 soybean elite US varieties and 1168 SNP loci (Table1), and in 465 corn elite US inbreds and 1231 SNP loci (Table 2). A 200data points moving average curve is also drawn to indicate the presenceof LD between loci as close as 5 cM. Tables 1 and 2 illustrate the setof haplotype windows designated in the genomes of soy and corn,respectively. Also indicated is the set of polymorphic markers thatdefine each window which resolve the haplotypes, based on markerfingerprint. Corn inbreds were divided based on heterotic group: femaleand male, wherein germplasm used as females in hybrid crosses wasdeveloped from B73 and germplasm used as males in hybrid crosses wasdeveloped from Iodent. Female inbreds, herein referred to as “females,”and male inbreds, herein referred to as “males,” when mated with oneanother create hybrid vigor. In hybrid corn production, females are mostcommonly used as the recipients of pollen from the males because thefemales typically produce higher quality ears which result in greaterseed set for hybrid seed production; where as males are more commonlyused as pollen donors because they are better pollen donors than earproducers.

TABLE 1 Characterization of haplotype windows in the corn genome basedon 465 elite lines and 1231 SNP markers. Haplotype windows in eachchromosome are identified and the markers (disclosed in US PatentApplications 2005/0218305 and serial no. 11/504,538 which areincorporated herein by reference in their entirety) within each windoware described. HAPLOTYPE MARKER START END CHROMOSOME WINDOW ID MARKERNAME ORDER POSITION POSITION POSITION 1 13051 Q-NC0111829 1 0.3 0.3 2.61 13051 Q-NC0110465 2 0.9 0.3 2.6 1 13051 Q-NC0024027 3 1 0.3 2.6 113051 Q-NC0015697 4 1.4 0.3 2.6 1 13051 Q-NC0002640 5 2.6 0.3 2.6 113051 Q-NC0021554 6 2.6 0.3 2.6 1 13051 Q-NC0021713 7 2.6 0.3 2.6 113037 Q-NC0019086 1 5.7 5.7 10.3 1 13037 Q-NC0033261 2 5.8 5.7 10.3 113037 Q-NC0147181 3 6.7 5.7 10.3 1 13037 Q-NC0147202 4 6.7 5.7 10.3 113037 Q-NC0148452 5 6.7 5.7 10.3 1 13037 Q-NC0111443 6 10.3 5.7 10.3 113016 Q-NC0043992 1 13.2 13.2 13.2 1 13031 Q-NC0154927 1 18.5 18.5 23 113031 Q-NC0036199 2 20.6 18.5 23 1 13031 Q-NC0043185 3 22.6 18.5 23 113031 Q-NC0068027 4 23 18.5 23 1 12941 Q-NC0001369 1 24.3 24.3 27.6 112941 Q-NC0110473 2 24.6 24.3 27.6 1 12941 Q-NC0025418 3 26.4 24.3 27.61 12941 Q-NC0147302 4 27.6 24.3 27.6 1 12886 Q-NC0028164 1 30.1 30.134.5 1 12886 Q-NC0105051 2 31.4 30.1 34.5 1 12886 Q-NC0107227 3 34.130.1 34.5 1 12886 Q-NC0003563 4 34.5 30.1 34.5 1 13047 Q-NC0038710 143.8 43.8 46 1 13047 Q-NC0036685 2 45.8 43.8 46 1 13047 Q-NC0029694 3 4643.8 46 1 12911 Q-NC0003429 1 49.5 49.5 51.3 1 12911 Q-NC0052741 2 49.549.5 51.3 1 12911 Q-NC0049734 3 49.9 49.5 51.3 1 12911 Q-NC0000524 450.3 49.5 51.3 1 12911 Q-NC0004409 5 50.3 49.5 51.3 1 12911 Q-NC00435716 50.3 49.5 51.3 1 12911 Q-NC0038720 7 50.5 49.5 51.3 1 12911Q-NC0148102 8 50.5 49.5 51.3 1 12911 Q-NC0009213 9 51.3 49.5 51.3 112911 Q-NC0035417 10 51.3 49.5 51.3 1 12921 Q-NC0105076 1 54.1 54.1 58.41 12921 Q-NC0105856 2 54.8 54.1 58.4 1 12921 Q-NC0152452 3 56.8 54.158.4 1 12921 Q-NC0113273 4 58.2 54.1 58.4 1 12921 Q-NC0078549 5 58.454.1 58.4 1 12921 Q-NC0080697 6 58.4 54.1 58.4 1 13050 Q-NC0042173 160.2 60.2 60.2 1 12909 Q-NC0029329 1 65.8 65.8 70.2 1 12909 Q-NC00392052 65.8 65.8 70.2 1 12909 Q-NC0039840 3 65.8 65.8 70.2 1 12909Q-NC0000116 4 66 65.8 70.2 1 12909 Q-NC0009159 5 66 65.8 70.2 1 12909Q-NC0040189 6 66.4 65.8 70.2 1 12909 Q-NC0004442 7 67.7 65.8 70.2 112909 Q-NC0057022 8 70.1 65.8 70.2 1 12909 Q-NC0014299 9 70.2 65.8 70.21 12909 Q-NC0033819 10 70.2 65.8 70.2 1 13065 Q-NC0018320 1 72.4 72.475.4 1 13065 Q-NC0018281 2 72.5 72.4 75.4 1 13065 Q-NC0009578 3 73.572.4 75.4 1 13065 Q-NC0104670 4 73.7 72.4 75.4 1 13065 Q-NC0146543 573.7 72.4 75.4 1 13065 Q-NC0155962 6 73.7 72.4 75.4 1 13065 Q-NC00168767 74.9 72.4 75.4 1 13065 Q-NC0039067 8 75.4 72.4 75.4 1 13066Q-NC0039812 1 77.8 77.8 82.1 1 13066 Q-NC0105022 2 79.5 77.8 82.1 113066 Q-NC0077749 3 79.6 77.8 82.1 1 13066 Q-NC0077750 4 79.6 77.8 82.11 13066 Q-NC0110365 5 81.9 77.8 82.1 1 13066 Q-NC0009449 6 82 77.8 82.11 13066 Q-NC0033372 7 82 77.8 82.1 1 13066 Q-NC0105925 8 82.1 77.8 82.11 13066 Q-NC0113462 9 82.1 77.8 82.1 1 12964 Q-NC0148156 1 83.2 83.284.6 1 12964 Q-NC0033533 2 84.3 83.2 84.6 1 12964 Q-NC0036506 3 84.683.2 84.6 1 12964 Q-NC0043559 4 84.6 83.2 84.6 1 13070 Q-NC0111854 191.4 91.4 96.4 1 13070 Q-NC0035579 2 94.5 91.4 96.4 1 13070 Q-NC00192563 96.4 91.4 96.4 1 12929 Q-NC0025863 1 96.7 96.7 101.6 1 12929Q-NC0069524 2 99.9 96.7 101.6 1 12929 Q-NC0016873 3 101 96.7 101.6 112929 Q-NC0015205 4 101.5 96.7 101.6 1 12929 Q-NC0109095 5 101.6 96.7101.6 1 13056 Q-NC0057735 1 102.5 102.5 103.7 1 13056 Q-NC0011522 2103.1 102.5 103.7 1 13056 Q-NC0005280 3 103.2 102.5 103.7 1 13056Q-NC0053351 4 103.3 102.5 103.7 1 13056 Q-NC0153831 5 103.5 102.5 103.71 13056 Q-NC0028351 6 103.7 102.5 103.7 1 13056 Q-NC0038741 7 103.7102.5 103.7 1 13056 Q-NC0039702 8 103.7 102.5 103.7 1 13056 Q-NC00669819 103.7 102.5 103.7 1 13056 Q-NC0069188 10 103.7 102.5 103.7 1 12985Q-NC0043901 1 104.2 104.2 109.2 1 12985 Q-NC0005215 2 104.8 104.2 109.21 12985 Q-NC0008984 3 105.5 104.2 109.2 1 12985 Q-NC0110353 4 105.5104.2 109.2 1 12985 Q-NC0014644 5 107.8 104.2 109.2 1 12985 Q-NC00298296 108 104.2 109.2 1 12985 Q-NC0107044 7 108 104.2 109.2 1 12985Q-NC0144090 8 108.6 104.2 109.2 1 12985 Q-NC0111828 9 109.2 104.2 109.21 12938 Q-NC0053983 1 109.4 109.4 113.6 1 12938 Q-NC0113263 2 110.1109.4 113.6 1 12938 Q-NC0008901 3 110.8 109.4 113.6 1 12938 Q-NC01432544 110.9 109.4 113.6 1 12938 Q-NC0030198 5 111 109.4 113.6 1 12938Q-NC0080733 6 111 109.4 113.6 1 12938 Q-NC0104474 7 111 109.4 113.6 112938 Q-NC0033728 8 113.3 109.4 113.6 1 12938 Q-NC0029506 9 113.6 109.4113.6 1 12861 Q-NC0002688 1 114.6 114.6 118.8 1 12861 Q-NC0060430 2114.8 114.6 118.8 1 12861 Q-NC0004176 3 116.3 114.6 118.8 1 12861Q-NC0106144 4 116.3 114.6 118.8 1 12861 Q-NC0145573 5 116.3 114.6 118.81 12861 Q-NC0050366 6 118.7 114.6 118.8 1 12861 Q-NC0039351 7 118.8114.6 118.8 1 12861 Q-NC0143864 8 118.8 114.6 118.8 1 12861 Q-NC01464619 118.8 114.6 118.8 1 13081 Q-NC0107701 1 121 121 126 1 13081Q-NC0035132 2 121.5 121 126 1 13081 Q-NC0036448 3 124.4 121 126 1 13081Q-NC0034627 4 126 121 126 1 13081 Q-NC0035547 5 126 121 126 1 13081Q-NC0039531 6 126 121 126 1 12989 Q-NC0111780 1 126.1 126.1 130.7 112989 Q-NC0107077 2 130.7 126.1 130.7 1 13018 Q-NC0111987 1 132.8 132.8137.4 1 13018 Q-NC0108768 2 132.9 132.8 137.4 1 13018 Q-NC0008719 3137.1 132.8 137.4 1 13018 Q-NC0154883 4 137.4 132.8 137.4 1 13091Q-NC0024096 1 145.2 145.2 146.1 1 13091 Q-NC0155887 2 145.3 145.2 146.11 13091 Q-NC0023774 3 146.1 145.2 146.1 1 12895 Q-NC0147024 1 153.2153.2 154.5 1 12895 Q-NC0107621 2 153.5 153.2 154.5 1 12895 Q-NC00120903 154.5 153.2 154.5 1 12940 Q-NC0036863 1 159.8 159.8 164 1 12940Q-NC0041280 2 161.4 159.8 164 1 12940 Q-NC0050719 3 161.4 159.8 164 112940 Q-NC0081537 4 161.4 159.8 164 1 12940 Q-NC0111027 5 161.4 159.8164 1 12940 Q-NC0111052 6 162.2 159.8 164 1 12940 Q-NC0109328 7 162.9159.8 164 1 12940 Q-NC0042754 8 164 159.8 164 1 13011 Q-NC0033373 1166.5 166.5 171.5 1 13011 Q-NC0070305 2 166.5 166.5 171.5 1 13011Q-NC0021568 3 167.1 166.5 171.5 1 13011 Q-NC0070702 4 167.1 166.5 171.51 13011 Q-NC0038475 5 168.3 166.5 171.5 1 13011 Q-NC0004453 6 169.3166.5 171.5 1 13011 Q-NC0009626 7 169.6 166.5 171.5 1 13011 Q-NC01132548 170.7 166.5 171.5 1 13011 Q-NC0072095 9 171.5 166.5 171.5 1 12866Q-NC0069565 1 172.1 172.1 176.9 1 12866 Q-NC0105648 2 172.2 172.1 176.91 12866 Q-NC0067728 3 173.7 172.1 176.9 1 12866 Q-NC0109882 4 174.1172.1 176.9 1 12866 Q-NC0004981 5 174.6 172.1 176.9 1 12866 Q-NC00364106 175.6 172.1 176.9 1 12866 Q-NC0034903 7 175.9 172.1 176.9 1 12866Q-NC0069344 8 176.9 172.1 176.9 1 12971 Q-NC0108030 1 179.2 179.2 183.91 12971 Q-NC0027567 2 179.4 179.2 183.9 1 12971 Q-NC0040039 3 180.6179.2 183.9 1 12971 Q-NC0016724 4 180.8 179.2 183.9 1 12971 Q-NC01062965 181 179.2 183.9 1 12971 Q-NC0004909 6 182.1 179.2 183.9 1 12971Q-NC0005098 7 183.9 179.2 183.9 1 12998 Q-NC0032240 1 185.3 185.3 185.31 13046 Q-NC0039502 1 195.5 195.5 200 1 13046 Q-NC0111626 2 196.4 195.5200 1 13046 Q-NC0008982 3 198.4 195.5 200 1 13046 Q-NC0031993 4 199.4195.5 200 1 13046 Q-NC0040427 5 199.4 195.5 200 1 13046 Q-NC0033427 6199.8 195.5 200 1 13046 Q-NC0148362 7 200 195.5 200 1 13015 Q-NC01133111 201.5 201.5 205.9 1 13015 Q-NC0016674 2 202.2 201.5 205.9 1 13015Q-NC0035891 3 202.2 201.5 205.9 1 13015 Q-NC0066464 4 202.2 201.5 205.91 13015 Q-NC0147205 5 202.2 201.5 205.9 1 13015 Q-NC0013584 6 204.4201.5 205.9 1 13015 Q-NC0111792 7 205.8 201.5 205.9 1 13015 Q-NC00312648 205.9 201.5 205.9 1 12878 Q-NC0035961 1 206.7 206.7 208.9 1 12878Q-NC0039896 2 207.6 206.7 208.9 1 12878 Q-NC0009701 3 207.9 206.7 208.91 12878 Q-NC0014038 4 207.9 206.7 208.9 1 12878 Q-NC0016059 5 207.9206.7 208.9 1 12878 Q-NC0039486 6 207.9 206.7 208.9 1 12878 Q-NC01534377 207.9 206.7 208.9 1 12878 Q-NC0110452 8 208.9 206.7 208.9 1 12880Q-NC0009082 1 212.7 212.7 212.7 1 12992 Q-NC0015344 1 221.1 221.1 221.11 12923 Q-NC0111218 1 229.4 229.4 229.4 1 13045 Q-NC0146570 1 237 237240.7 1 13045 Q-NC0008996 2 238.1 237 240.7 1 13045 Q-NC0013490 3 240.7237 240.7 1 12910 Q-NC0030840 1 245.1 245.1 245.1 1 12945 Q-NC0002635 1254.8 254.8 256.5 1 12945 Q-NC0016137 2 256.3 254.8 256.5 1 12945Q-NC0005177 3 256.5 254.8 256.5 2 12905 Q-NC0031064 1 2.9 2.9 7 2 12905Q-NC0009867 2 3.3 2.9 7 2 12905 Q-NC0015766 3 7 2.9 7 2 12882Q-NC0005133 1 9.7 9.7 10.1 2 12882 Q-NC0009766 2 10.1 9.7 10.1 2 13012Q-NC0033786 1 15.2 15.2 19.7 2 13012 Q-NC0104447 2 15.2 15.2 19.7 213012 Q-NC0106295 3 15.2 15.2 19.7 2 13012 Q-NC0143411 4 15.4 15.2 19.72 13012 Q-NC0106352 5 15.8 15.2 19.7 2 13012 Q-NC0106678 6 18.3 15.219.7 2 13012 Q-NC0082235 7 19.7 15.2 19.7 2 12879 Q-NC0003388 1 27.527.5 30.7 2 12879 Q-NC0076912 2 27.5 27.5 30.7 2 12879 Q-NC0002814 327.9 27.5 30.7 2 12879 Q-NC0024116 4 28.3 27.5 30.7 2 12879 Q-NC00029455 30.7 27.5 30.7 2 12879 Q-NC0016074 6 30.7 27.5 30.7 2 12968Q-NC0080031 1 33.1 33.1 35.9 2 12968 Q-NC0080035 2 33.1 33.1 35.9 212968 Q-NC0004265 3 33.9 33.1 35.9 2 12968 Q-NC0050315 4 34 33.1 35.9 212968 Q-NC0019127 5 35.5 33.1 35.9 2 12968 Q-NC0009706 6 35.9 33.1 35.92 12884 Q-NC0107479 1 42.3 42.3 46.8 2 12884 Q-NC0109140 2 44.8 42.346.8 2 12884 Q-NC0048553 3 46.8 42.3 46.8 2 13042 Q-NC0078243 1 48.848.8 48.8 2 12893 Q-NC0020105 1 64.6 64.6 68.5 2 12893 Q-NC0106391 265.8 64.6 68.5 2 12893 Q-NC0002812 3 65.9 64.6 68.5 2 12893 Q-NC00807044 68.5 64.6 68.5 2 12893 Q-NC0080705 5 68.5 64.6 68.5 2 13032Q-NC0009364 1 71.6 71.6 74.8 2 13032 Q-NC0032200 2 71.6 71.6 74.8 213032 Q-NC0004697 3 74.8 71.6 74.8 2 13032 Q-NC0104946 4 74.8 71.6 74.82 13054 Q-NC0042242 1 77 77 81.8 2 13054 Q-NC0015022 2 77.3 77 81.8 213054 Q-NC0111617 3 78.2 77 81.8 2 13054 Q-NC0036323 4 80.4 77 81.8 213054 Q-NC0148248 5 81.4 77 81.8 2 13054 Q-NC0153250 6 81.8 77 81.8 212927 Q-NC0016297 1 85 85 89.6 2 12927 Q-NC0110133 2 85 85 89.6 2 12927Q-NC0011466 3 86.2 85 89.6 2 12927 Q-NC0049430 4 87.7 85 89.6 2 12927Q-NC0105002 5 88.6 85 89.6 2 12927 Q-NC0108493 6 88.6 85 89.6 2 12927Q-NC0146518 7 89.4 85 89.6 2 12927 Q-NC0104479 8 89.6 85 89.6 2 12932Q-NC0053463 1 93.1 93.1 94.7 2 12932 Q-NC0027319 2 93.2 93.1 94.7 212932 Q-NC0021092 3 93.4 93.1 94.7 2 12932 Q-NC0107090 4 93.4 93.1 94.72 12932 Q-NC0057604 5 94 93.1 94.7 2 12932 Q-NC0005467 6 94.3 93.1 94.72 12932 Q-NC0105696 7 94.3 93.1 94.7 2 12932 Q-NC0082768 8 94.4 93.194.7 2 12932 Q-NC0146130 9 94.6 93.1 94.7 2 12932 Q-NC0019874 10 94.793.1 94.7 2 13004 Q-NC0002468 1 94.9 94.9 99.2 2 13004 Q-NC0032601 294.9 94.9 99.2 2 13004 Q-NC0013347 3 96 94.9 99.2 2 13004 Q-NC0079826 496 94.9 99.2 2 13004 Q-NC0060879 5 97.7 94.9 99.2 2 13004 Q-NC0000066 698.3 94.9 99.2 2 13004 Q-NC0107911 7 99.2 94.9 99.2 2 13004 Q-NC01079488 99.2 94.9 99.2 2 13071 Q-NC0106729 1 100.2 100.2 103.9 2 13071Q-NC0106407 2 101.3 100.2 103.9 2 13071 Q-NC0112226 3 101.5 100.2 103.92 13071 Q-NC0112229 4 101.5 100.2 103.9 2 13071 Q-NC0108607 5 102.1100.2 103.9 2 13071 Q-NC0153941 6 102.1 100.2 103.9 2 13071 Q-NC00530977 102.6 100.2 103.9 2 13071 Q-NC0107736 8 102.8 100.2 103.9 2 13071Q-NC0000551 9 103.6 100.2 103.9 2 13071 Q-NC0059782 10 103.9 100.2 103.92 12865 Q-NC0057210 1 104.1 104.1 107.6 2 12865 Q-NC0000366 2 104.9104.1 107.6 2 12865 Q-NC0151288 3 107.6 104.1 107.6 2 12949 Q-NC00824581 112.4 112.4 116.7 2 12949 Q-NC0031289 2 114.8 112.4 116.7 2 12949Q-NC0108013 3 115.3 112.4 116.7 2 12949 Q-NC0111475 4 115.7 112.4 116.72 12949 Q-NC0044080 5 116.7 112.4 116.7 2 12907 Q-NC0022775 1 118.1118.1 120.4 2 12907 Q-NC0104954 2 120.4 118.1 120.4 2 12907 Q-NC01078503 120.4 118.1 120.4 2 12988 Q-NC0084632 1 124.1 124.1 128.8 2 12988Q-NC0084633 2 124.6 124.1 128.8 2 12988 Q-NC0000069 3 125.1 124.1 128.82 12988 Q-NC0082265 4 125.8 124.1 128.8 2 12988 Q-NC0109393 5 127.1124.1 128.8 2 12988 Q-NC0029138 6 127.6 124.1 128.8 2 12988 Q-NC01476767 127.6 124.1 128.8 2 12988 Q-NC0040472 8 128.8 124.1 128.8 2 12988Q-NC0041850 9 128.8 124.1 128.8 2 13087 Q-NC0009102 1 130 130 130 213087 Q-NC0024089 2 130 130 130 2 12873 Q-NC0009818 1 136.5 136.5 141.42 12873 Q-NC0105556 2 139.5 136.5 141.4 2 12873 Q-NC0031474 3 141.4136.5 141.4 2 13022 Q-NC0002878 1 145.1 145.1 147.6 2 13022 Q-NC00050882 147.6 145.1 147.6 2 13043 Q-NC0035297 1 150.7 150.7 151.1 2 13043Q-NC0155994 2 151.1 150.7 151.1 2 12891 Q-NC0019267 1 157.5 157.5 157.52 13027 Q-NC0043579 1 163.8 163.8 167.3 2 13027 Q-NC0147548 2 163.8163.8 167.3 2 13027 Q-NC0005214 3 164.3 163.8 167.3 2 13027 Q-NC00144674 167.3 163.8 167.3 2 12947 Q-NC0003241 1 169.8 169.8 174.2 2 12947Q-NC0008930 2 174.2 169.8 174.2 2 12947 Q-NC0029041 3 174.2 169.8 174.22 13062 Q-NC0023748 1 181.9 181.9 185.5 2 13062 Q-NC0104359 2 182.5181.9 185.5 2 13062 Q-NC0035238 3 185.5 181.9 185.5 2 13062 Q-NC01109744 185.5 181.9 185.5 2 12997 Q-NC0107149 1 190.1 190.1 191.5 2 12997Q-NC0076792 2 190.8 190.1 191.5 2 12997 Q-NC0011740 3 190.9 190.1 191.52 12997 Q-NC0000735 4 191.5 190.1 191.5 2 12997 Q-NC0077782 5 191.5190.1 191.5 3 12904 Q-NC0020971 1 13.9 13.9 18.5 3 12904 Q-NC0106389 214.2 13.9 18.5 3 12904 Q-NC0002719 3 18.5 13.9 18.5 3 12870 Q-NC00089111 19.9 19.9 24.6 3 12870 Q-NC0051614 2 19.9 19.9 24.6 3 12870Q-NC0106276 3 20 19.9 24.6 3 12870 Q-NC0104528 4 24.6 19.9 24.6 3 12946Q-NC0048700 1 31.3 31.3 31.3 3 12919 Q-NC0032137 1 40.2 40.2 40.6 312919 Q-NC0019963 2 40.6 40.2 40.6 3 13084 Q-NC0000423 1 49.9 49.9 54.43 13084 Q-NC0106329 2 53.9 49.9 54.4 3 13084 Q-NC0004821 3 54.4 49.954.4 3 12897 Q-NC0049293 1 69.9 69.9 69.9 3 13036 Q-NC0108727 1 77.477.4 77.4 3 12996 Q-NC0004599 1 82.9 82.9 83.5 3 12996 Q-NC0021154 282.9 82.9 83.5 3 12996 Q-NC0147768 3 82.9 82.9 83.5 3 12996 Q-NC00289234 83.1 82.9 83.5 3 12996 Q-NC0147511 5 83.1 82.9 83.5 3 12996Q-NC0024631 6 83.2 82.9 83.5 3 12996 Q-NC0105291 7 83.2 82.9 83.5 312996 Q-NC0106515 8 83.2 82.9 83.5 3 12996 Q-NC0110326 9 83.2 82.9 83.53 12996 Q-NC0021190 10 83.5 82.9 83.5 3 13007 Q-NC0010220 1 83.6 83.6 883 13007 Q-NC0012017 2 85.7 83.6 88 3 13007 Q-NC0008685 3 86.5 83.6 88 313007 Q-NC0143268 4 86.5 83.6 88 3 13007 Q-NC0016729 5 86.8 83.6 88 313007 Q-NC0145322 6 87.1 83.6 88 3 13007 Q-NC0002207 7 87.9 83.6 88 313007 Q-NC0009468 8 88 83.6 88 3 12913 Q-NC0031647 1 89.5 89.5 94.5 312913 Q-NC0144001 2 91.9 89.5 94.5 3 12913 Q-NC0040104 3 92.2 89.5 94.53 12913 Q-NC0106440 4 92.3 89.5 94.5 3 12913 Q-NC0035187 5 93.9 89.594.5 3 12913 Q-NC0039003 6 94 89.5 94.5 3 12913 Q-NC0146158 7 94 89.594.5 3 12913 Q-NC0039785 8 94.5 89.5 94.5 3 12913 Q-NC0082153 9 94.589.5 94.5 3 12913 Q-NC0082160 10 94.5 89.5 94.5 3 12982 Q-NC0146230 196.2 96.2 100.6 3 12982 Q-NC0008900 2 97.6 96.2 100.6 3 12982Q-NC0010933 3 99.3 96.2 100.6 3 12982 Q-NC0031720 4 99.7 96.2 100.6 312982 Q-NC0107671 5 100.6 96.2 100.6 3 13092 Q-NC0009739 1 102.2 102.2106.3 3 13092 Q-NC0022590 2 104 102.2 106.3 3 13092 Q-NC0104504 3 104102.2 106.3 3 13092 Q-NC0013092 4 105.4 102.2 106.3 3 13092 Q-NC01080895 106.3 102.2 106.3 3 13038 Q-NC0154505 1 109.3 109.3 112.4 3 13038Q-NC0154509 2 109.3 109.3 112.4 3 13038 Q-NC0154511 3 109.3 109.3 112.43 13038 Q-NC0155689 4 109.3 109.3 112.4 3 13038 Q-NC0155708 5 109.3109.3 112.4 3 13038 Q-NC0153431 6 110.6 109.3 112.4 3 13038 Q-NC01441267 111.6 109.3 112.4 3 13038 Q-NC0055894 8 112.4 109.3 112.4 3 13038Q-NC0144823 9 112.4 109.3 112.4 3 13038 Q-NC0145616 10 112.4 109.3 112.43 12948 Q-NC0024395 1 116 116 120.6 3 12948 Q-NC0079081 2 117.1 116120.6 3 12948 Q-NC0111959 3 117.6 116 120.6 3 12948 Q-NC0023890 4 119.5116 120.6 3 12948 Q-NC0106349 5 120.6 116 120.6 3 12942 Q-NC0002905 1123.9 123.9 128.2 3 12942 Q-NC0009173 2 124.2 123.9 128.2 3 12942Q-NC0011320 3 124.2 123.9 128.2 3 12942 Q-NC0144788 4 125.7 123.9 128.23 12942 Q-NC0008922 5 128.2 123.9 128.2 3 12990 Q-NC0040232 1 139.8139.8 141 3 12990 Q-NC0031450 2 139.9 139.8 141 3 12990 Q-NC0015954 3141 139.8 141 3 12990 Q-NC0034494 4 141 139.8 141 3 13000 Q-NC0039763 1145.4 145.4 150.2 3 13000 Q-NC0041040 2 145.4 145.4 150.2 3 13000Q-NC0077118 3 145.9 145.4 150.2 3 13000 Q-NC0015865 4 147.5 145.4 150.23 13000 Q-NC0004013 5 148.1 145.4 150.2 3 13000 Q-NC0036694 6 148.1145.4 150.2 3 13000 Q-NC0036695 7 148.1 145.4 150.2 3 13000 Q-NC00174948 148.4 145.4 150.2 3 13000 Q-NC0147952 9 150.2 145.4 150.2 3 12931Q-NC0043810 1 151.9 151.9 155.3 3 12931 Q-NC0028736 2 152.7 151.9 155.33 12931 Q-NC0029390 3 152.7 151.9 155.3 3 12931 Q-NC0021772 4 154.1151.9 155.3 3 12931 Q-NC0105966 5 154.6 151.9 155.3 3 12931 Q-NC01461886 154.6 151.9 155.3 3 12931 Q-NC0054742 7 155.3 151.9 155.3 3 13085Q-NC0111204 1 161.4 161.4 164.2 3 13085 Q-NC0143174 2 161.4 161.4 164.23 13085 Q-NC0071496 3 161.7 161.4 164.2 3 13085 Q-NC0069529 4 163.2161.4 164.2 3 13085 Q-NC0108630 5 163.5 161.4 164.2 3 13085 Q-NC00043716 164.2 161.4 164.2 3 13085 Q-NC0040437 7 164.2 161.4 164.2 3 12951Q-NC0009473 1 168.4 168.4 171.3 3 12951 Q-NC0031216 2 171.3 168.4 171.33 12875 Q-NC0021603 1 175.6 175.6 177.1 3 12875 Q-NC0110780 2 176.8175.6 177.1 3 12875 Q-NC0055817 3 177.1 175.6 177.1 3 12860 Q-NC01124871 182.9 182.9 187.5 3 12860 Q-NC0112491 2 182.9 182.9 187.5 3 12860Q-NC0056939 3 183.6 182.9 187.5 3 12860 Q-NC0032026 4 183.9 182.9 187.53 12860 Q-NC0154169 5 184.3 182.9 187.5 3 12860 Q-NC0146497 6 187.4182.9 187.5 3 12860 Q-NC0155987 7 187.4 182.9 187.5 3 12860 Q-NC00281458 187.5 182.9 187.5 3 12860 Q-NC0143969 9 187.5 182.9 187.5 3 13044Q-NC0009079 1 194.2 194.2 198.7 3 13044 Q-NC0110756 2 197.4 194.2 198.73 13044 Q-NC0010232 3 198.7 194.2 198.7 3 13033 Q-NC0019414 1 204.2204.2 208 3 13033 Q-NC0040000 2 207.1 204.2 208 3 13033 Q-NC0003970 3208 204.2 208 3 12978 Q-NC0104796 1 212.1 212.1 212.1 3 13055Q-NC0014041 1 217.6 217.6 218.7 3 13055 Q-NC0077802 2 218.7 217.6 218.74 13019 Q-NC0012340 1 0.5 0.5 1.8 4 13019 Q-NC0009523 2 0.9 0.5 1.8 413019 Q-NC0055502 3 1.8 0.5 1.8 4 13079 Q-NC0002739 1 11.8 11.8 11.8 413024 Q-NC0009057 1 21.7 21.7 21.9 4 13024 Q-NC0069221 2 21.9 21.7 21.94 12912 Q-NC0105666 1 30.4 30.4 34.4 4 12912 Q-NC0110069 2 34.4 30.434.4 4 12912 Q-NC0111464 3 34.4 30.4 34.4 4 13029 Q-NC0019003 1 45.345.3 49.9 4 13029 Q-NC0034133 2 49.8 45.3 49.9 4 13029 Q-NC0034130 349.9 45.3 49.9 4 12888 Q-NC0024647 1 52.5 52.5 53 4 12888 Q-NC0143419 253 52.5 53 4 12974 Q-NC0037062 1 59.7 59.7 64.3 4 12974 Q-NC0001122 261.4 59.7 64.3 4 12974 Q-NC0012012 3 61.4 59.7 64.3 4 12974 Q-NC00343254 63.7 59.7 64.3 4 12974 Q-NC0023529 5 64.3 59.7 64.3 4 13083Q-NC0015735 1 65.5 65.5 68.4 4 13083 Q-NC0069795 2 65.5 65.5 68.4 413083 Q-NC0042575 3 65.9 65.5 68.4 4 13083 Q-NC0028441 4 67.1 65.5 68.44 13083 Q-NC0038855 5 67.1 65.5 68.4 4 13083 Q-NC0034462 6 67.8 65.568.4 4 13083 Q-NC0040371 7 67.8 65.5 68.4 4 13083 Q-NC0070730 8 67.865.5 68.4 4 13083 Q-NC0010305 9 68.4 65.5 68.4 4 13083 Q-NC0035683 1068.4 65.5 68.4 4 12987 Q-NC0008936 1 68.6 68.6 73.5 4 12987 Q-NC00389002 69.3 68.6 73.5 4 12987 Q-NC0009603 3 69.5 68.6 73.5 4 12987Q-NC0033483 4 69.5 68.6 73.5 4 12987 Q-NC0031791 5 70.1 68.6 73.5 412987 Q-NC0020481 6 71 68.6 73.5 4 12987 Q-NC0108120 7 71.5 68.6 73.5 412987 Q-NC0034464 8 73.5 68.6 73.5 4 12987 Q-NC0151401 9 73.5 68.6 73.54 12963 Q-NC0033667 1 73.7 73.7 76 4 12963 Q-NC0036528 2 74 73.7 76 412963 Q-NC0002585 3 74.4 73.7 76 4 12963 Q-NC0015574 4 74.4 73.7 76 412963 Q-NC0005451 5 74.8 73.7 76 4 12963 Q-NC0015096 6 74.8 73.7 76 412963 Q-NC0003351 7 76 73.7 76 4 12963 Q-NC0015247 8 76 73.7 76 4 12963Q-NC0037514 9 76 73.7 76 4 12963 Q-NC0153424 10 76 73.7 76 4 12900Q-NC0004924 1 76.3 76.3 79.8 4 12900 Q-NC0113163 2 76.3 76.3 79.8 412900 Q-NC0014666 3 77.8 76.3 79.8 4 12900 Q-NC0020374 4 77.8 76.3 79.84 12900 Q-NC0068131 5 77.8 76.3 79.8 4 12900 Q-NC0078135 6 77.8 76.379.8 4 12900 Q-NC0000415 7 78.9 76.3 79.8 4 12900 Q-NC0040351 8 78.976.3 79.8 4 12900 Q-NC0153429 9 78.9 76.3 79.8 4 12900 Q-NC0106099 1079.8 76.3 79.8 4 12959 Q-NC0039640 1 81 81 82.7 4 12959 Q-NC0003532 281.3 81 82.7 4 12959 Q-NC0003533 3 81.3 81 82.7 4 12959 Q-NC0037473 481.3 81 82.7 4 12959 Q-NC0080475 5 82 81 82.7 4 12959 Q-NC0084527 6 8281 82.7 4 12959 Q-NC0027345 7 82.5 81 82.7 4 12959 Q-NC0143732 8 82.5 8182.7 4 12959 Q-NC0104667 9 82.7 81 82.7 4 12959 Q-NC0104906 10 82.7 8182.7 4 13061 Q-NC0106797 1 82.9 82.9 85.2 4 13061 Q-NC0104785 2 83.982.9 85.2 4 13061 Q-NC0035294 3 85.2 82.9 85.2 4 13082 Q-NC0037873 188.3 88.3 92.4 4 13082 Q-NC0038782 2 90.4 88.3 92.4 4 13082 Q-NC00695703 92.4 88.3 92.4 4 12862 Q-NC0002474 1 93.6 93.6 95.2 4 12862Q-NC0005018 2 94.8 93.6 95.2 4 12862 Q-NC0038087 3 94.8 93.6 95.2 412862 Q-NC0105550 4 94.8 93.6 95.2 4 12862 Q-NC0106845 5 94.8 93.6 95.24 12862 Q-NC0032557 6 95.1 93.6 95.2 4 12862 Q-NC0040744 7 95.2 93.695.2 4 13006 Q-NC0105197 1 99.9 99.9 104.7 4 13006 Q-NC0003695 2 104.299.9 104.7 4 13006 Q-NC0077408 3 104.3 99.9 104.7 4 13006 Q-NC0003964 4104.4 99.9 104.7 4 13006 Q-NC0040117 5 104.4 99.9 104.7 4 13006Q-NC0107840 6 104.4 99.9 104.7 4 13006 Q-NC0003274 7 104.7 99.9 104.7 413006 Q-NC0009280 8 104.7 99.9 104.7 4 13006 Q-NC0040534 9 104.7 99.9104.7 4 13060 Q-NC0070043 1 105.7 105.7 109.2 4 13060 Q-NC0009620 2109.2 105.7 109.2 4 13105 Q-NC0036240 1 112 112 115.7 4 13105Q-NC0036239 2 112.1 112 115.7 4 13105 Q-NC0110078 3 115.7 112 115.7 412976 Q-NC0039511 1 121.5 121.5 125.9 4 12976 Q-NC0106491 2 125.9 121.5125.9 4 12881 Q-NC0023289 1 126.7 126.7 130.2 4 12881 Q-NC0030070 2 127126.7 130.2 4 12881 Q-NC0151518 3 127 126.7 130.2 4 12881 Q-NC0112809 4127.5 126.7 130.2 4 12881 Q-NC0028933 5 127.6 126.7 130.2 4 12881Q-NC0029886 6 127.8 126.7 130.2 4 12881 Q-NC0008979 7 127.9 126.7 130.24 12881 Q-NC0050947 8 127.9 126.7 130.2 4 12881 Q-NC0037471 9 128.7126.7 130.2 4 12881 Q-NC0070533 10 130.2 126.7 130.2 4 13088 Q-NC00813511 131.7 131.7 136.7 4 13088 Q-NC0035451 2 133.5 131.7 136.7 4 13088Q-NC0084088 3 134.5 131.7 136.7 4 13088 Q-NC0036646 4 134.7 131.7 136.74 13088 Q-NC0005295 5 135.1 131.7 136.7 4 13088 Q-NC0071156 6 136.7131.7 136.7 4 13088 Q-NC0071158 7 136.7 131.7 136.7 4 13088 Q-NC01470978 136.7 131.7 136.7 4 13088 Q-NC0147712 9 136.7 131.7 136.7 4 13088Q-NC0147919 10 136.7 131.7 136.7 4 12972 Q-NC0039477 1 137.5 137.5 141.54 12972 Q-NC0040357 2 137.5 137.5 141.5 4 12972 Q-NC0067159 3 137.6137.5 141.5 4 12972 Q-NC0030877 4 138 137.5 141.5 4 12972 Q-NC0031964 5138 137.5 141.5 4 12972 Q-NC0071447 6 138.3 137.5 141.5 4 12972Q-NC0030745 7 139 137.5 141.5 4 12972 Q-NC0004170 8 139.4 137.5 141.5 412972 Q-NC0108170 9 141.1 137.5 141.5 4 12972 Q-NC0028162 10 141.5 137.5141.5 4 12936 Q-NC0038447 1 141.8 141.8 144.7 4 12936 Q-NC0104901 2 142141.8 144.7 4 12936 Q-NC0104975 3 142 141.8 144.7 4 12936 Q-NC0110764 4142 141.8 144.7 4 12936 Q-NC0079199 5 144.3 141.8 144.7 4 12936Q-NC0009491 6 144.6 141.8 144.7 4 12936 Q-NC0012711 7 144.7 141.8 144.74 12936 Q-NC0017828 8 144.7 141.8 144.7 4 12936 Q-NC0038053 9 144.7141.8 144.7 4 12936 Q-NC0054601 10 144.7 141.8 144.7 4 12950 Q-NC00485671 146.9 146.9 148.9 4 12950 Q-NC0104484 2 147.3 146.9 148.9 4 12950Q-NC0020933 3 147.5 146.9 148.9 4 12950 Q-NC0020934 4 147.5 146.9 148.94 12950 Q-NC0024422 5 147.5 146.9 148.9 4 12950 Q-NC0018439 6 147.9146.9 148.9 4 12950 Q-NC0036534 7 147.9 146.9 148.9 4 12950 Q-NC01115058 148.2 146.9 148.9 4 12950 Q-NC0109767 9 148.9 146.9 148.9 4 13005Q-NC0027877 1 152.5 152.5 156.4 4 13005 Q-NC0035950 2 153.3 152.5 156.44 13005 Q-NC0030576 3 153.8 152.5 156.4 4 13005 Q-NC0028579 4 155.7152.5 156.4 4 13005 Q-NC0105818 5 155.8 152.5 156.4 4 13005 Q-NC00342506 156.3 152.5 156.4 4 13005 Q-NC0031931 7 156.4 152.5 156.4 4 13005Q-NC0051079 8 156.4 152.5 156.4 4 12903 Q-NC0037175 1 161.2 161.2 165.14 12903 Q-NC0008860 2 162 161.2 165.1 4 12903 Q-NC0037601 3 162.2 161.2165.1 4 12903 Q-NC0032049 4 162.6 161.2 165.1 4 12903 Q-NC0104453 5163.2 161.2 165.1 4 12903 Q-NC0034767 6 165.1 161.2 165.1 4 12903Q-NC0112744 7 165.1 161.2 165.1 4 12930 Q-NC0110455 1 169.4 169.4 173.64 12930 Q-NC0009398 2 173.5 169.4 173.6 4 12930 Q-NC0003224 3 173.6169.4 173.6 4 12930 Q-NC0003226 4 173.6 169.4 173.6 4 13069 Q-NC00031521 176.6 176.6 181 4 13069 Q-NC0004445 2 176.6 176.6 181 4 13069Q-NC0017900 3 179.3 176.6 181 4 13069 Q-NC0036635 4 179.7 176.6 181 413069 Q-NC0009066 5 181 176.6 181 4 12995 Q-NC0030985 1 181.9 181.9186.7 4 12995 Q-NC0148181 2 183 181.9 186.7 4 12995 Q-NC0050788 3 184.1181.9 186.7 4 12995 Q-NC0043794 4 186.2 181.9 186.7 4 12995 Q-NC01470375 186.2 181.9 186.7 4 12995 Q-NC0112943 6 186.4 181.9 186.7 4 12995Q-NC0030211 7 186.7 181.9 186.7 4 12995 Q-NC0043121 8 186.7 181.9 186.74 13040 Q-NC0040159 1 190 190 190.6 4 13040 Q-NC0035338 2 190.6 190190.6 5 12887 Q-NC0024265 1 1.8 1.8 1.8 5 12887 Q-NC0031790 2 1.8 1.81.8 5 12887 Q-NC0143354 3 1.8 1.8 1.8 5 13048 Q-NC0015899 1 10.1 10.114.8 5 13048 Q-NC0143251 2 11.6 10.1 14.8 5 13048 Q-NC0014633 3 11.710.1 14.8 5 13048 Q-NC0004808 4 12.3 10.1 14.8 5 13048 Q-NC0036565 514.7 10.1 14.8 5 13048 Q-NC0069592 6 14.8 10.1 14.8 5 12863 Q-NC01049881 15.9 15.9 17.1 5 12863 Q-NC0105613 2 16.6 15.9 17.1 5 12863Q-NC0107858 3 17.1 15.9 17.1 5 12889 Q-NC0011193 1 29.3 29.3 32.1 512889 Q-NC0108373 2 29.5 29.3 32.1 5 12889 Q-NC0000091 3 30.2 29.3 32.15 12889 Q-NC0079071 4 30.7 29.3 32.1 5 12889 Q-NC0055976 5 32.1 29.332.1 5 12958 Q-NC0153131 1 34.4 34.4 36.2 5 12958 Q-NC0030023 2 35.634.4 36.2 5 12958 Q-NC0005275 3 36 34.4 36.2 5 12958 Q-NC0020668 4 36.234.4 36.2 5 12920 Q-NC0038726 1 40.1 40.1 40.2 5 12920 Q-NC0079943 240.2 40.1 40.2 5 12977 Q-NC0012935 1 45.7 45.7 49 5 12977 Q-NC0109403 246.7 45.7 49 5 12977 Q-NC0020401 3 48 45.7 49 5 12977 Q-NC0030899 4 4845.7 49 5 12977 Q-NC0016527 5 49 45.7 49 5 12973 Q-NC0037588 1 60.1 60.163.5 5 12973 Q-NC0016762 2 60.6 60.1 63.5 5 12973 Q-NC0009490 3 61 60.163.5 5 12973 Q-NC0109342 4 61.7 60.1 63.5 5 12973 Q-NC0054720 5 62 60.163.5 5 12973 Q-NC0018546 6 63.5 60.1 63.5 5 13001 Q-NC0009668 1 65.265.2 70 5 13001 Q-NC0019333 2 65.8 65.2 70 5 13001 Q-NC0111388 3 66.665.2 70 5 13001 Q-NC0111398 4 67.7 65.2 70 5 13001 Q-NC0143216 5 67.765.2 70 5 13001 Q-NC0113139 6 68.6 65.2 70 5 13001 Q-NC0077545 7 69.465.2 70 5 13001 Q-NC0030270 8 70 65.2 70 5 12933 Q-NC0106912 1 71.2 71.275.3 5 12933 Q-NC0146546 2 71.2 71.2 75.3 5 12933 Q-NC0108957 3 71.971.2 75.3 5 12933 Q-NC0109411 4 71.9 71.2 75.3 5 12933 Q-NC0008797 5 7271.2 75.3 5 12933 Q-NC0057859 6 72.4 71.2 75.3 5 12933 Q-NC0023808 773.8 71.2 75.3 5 12933 Q-NC0051419 8 73.8 71.2 75.3 5 12933 Q-NC00191879 74.1 71.2 75.3 5 12933 Q-NC0028807 10 75.3 71.2 75.3 5 12896Q-NC0082146 1 75.4 75.4 79.8 5 12896 Q-NC0080028 2 76.6 75.4 79.8 512896 Q-NC0105612 3 79 75.4 79.8 5 12896 Q-NC0107061 4 79 75.4 79.8 512896 Q-NC0107549 5 79 75.4 79.8 5 12896 Q-NC0110919 6 79 75.4 79.8 512896 Q-NC0111346 7 79 75.4 79.8 5 12896 Q-NC0147574 8 79 75.4 79.8 512896 Q-NC0154691 9 79 75.4 79.8 5 12896 Q-NC0146415 10 79.8 75.4 79.8 512961 Q-NC0031886 1 80.4 80.4 85 5 12961 Q-NC0077644 2 80.4 80.4 85 512961 Q-NC0105854 3 81.2 80.4 85 5 12961 Q-NC0018230 4 81.3 80.4 85 512961 Q-NC0048328 5 81.3 80.4 85 5 12961 Q-NC0022796 6 81.5 80.4 85 512961 Q-NC0027874 7 81.5 80.4 85 5 12961 Q-NC0078535 8 83.9 80.4 85 512961 Q-NC0040366 9 84.1 80.4 85 5 12961 Q-NC0033249 10 85 80.4 85 512991 Q-NC0035956 1 85.1 85.1 88.4 5 12991 Q-NC0154498 2 85.2 85.1 88.45 12991 Q-NC0145634 3 85.4 85.1 88.4 5 12991 Q-NC0110554 4 87.4 85.188.4 5 12991 Q-NC0040571 5 88.4 85.1 88.4 5 13058 Q-NC0028110 1 90.290.2 93.9 5 13058 Q-NC0027864 2 93.9 90.2 93.9 5 13058 Q-NC0053792 393.9 90.2 93.9 5 12908 Q-NC0111999 1 96.9 96.9 99.4 5 12908 Q-NC00181532 97 96.9 99.4 5 12908 Q-NC0051711 3 97 96.9 99.4 5 12908 Q-NC0048616 498.2 96.9 99.4 5 12908 Q-NC0033305 5 98.9 96.9 99.4 5 12908 Q-NC01081016 98.9 96.9 99.4 5 12908 Q-NC0036432 7 99.2 96.9 99.4 5 12908Q-NC0012480 8 99.4 96.9 99.4 5 13035 Q-NC0104850 1 102.8 102.8 106.6 513035 Q-NC0017678 2 103.8 102.8 106.6 5 13035 Q-NC0009297 3 104.1 102.8106.6 5 13035 Q-NC0003338 4 106.2 102.8 106.6 5 13035 Q-NC0038972 5106.2 102.8 106.6 5 13035 Q-NC0003054 6 106.6 102.8 106.6 5 13035Q-NC0106000 7 106.6 102.8 106.6 5 13035 Q-NC0106300 8 106.6 102.8 106.65 13035 Q-NC0154432 9 106.6 102.8 106.6 5 12925 Q-NC0107238 1 114.7114.7 118.8 5 12925 Q-NC0008807 2 118.8 114.7 118.8 5 13063 Q-NC00054801 120 120 125 5 13063 Q-NC0016868 2 122.6 120 125 5 13063 Q-NC0017125 3122.6 120 125 5 13063 Q-NC0083876 4 124 120 125 5 13063 Q-NC0106716 5125 120 125 5 13104 Q-NC0009434 1 125.2 125.2 129.7 5 13104 Q-NC00101312 129.7 125.2 129.7 5 13014 Q-NC0105970 1 132.7 132.7 133.4 5 13014Q-NC0035377 2 132.8 132.7 133.4 5 13014 Q-NC0031731 3 133.4 132.7 133.45 13106 Q-NC0081212 1 138.2 138.2 139.5 5 13106 Q-NC0154899 2 138.6138.2 139.5 5 13106 Q-NC0085514 3 139.5 138.2 139.5 5 12980 Q-NC00023531 144.7 144.7 148.1 5 12980 Q-NC0041824 2 144.7 144.7 148.1 5 12980Q-NC0111944 3 148.1 144.7 148.1 5 12980 Q-NC0143380 4 148.1 144.7 148.15 13008 Q-NC0000390 1 159.5 159.5 159.8 5 13008 Q-NC0110484 2 159.5159.5 159.8 5 13008 Q-NC0104963 3 159.8 159.5 159.8 5 12965 Q-NC01047171 171.2 171.2 175.8 5 12965 Q-NC0109853 2 173.9 171.2 175.8 5 12965Q-NC0012417 3 175.2 171.2 175.8 5 12965 Q-NC0000015 4 175.3 171.2 175.85 12965 Q-NC0146137 5 175.8 171.2 175.8 5 13074 Q-NC0025270 1 177.8177.8 181.5 5 13074 Q-NC0111504 2 181 177.8 181.5 5 13074 Q-NC0031084 3181.5 177.8 181.5 6 13013 Q-NC0014417 1 25 25 29.5 6 13013 Q-NC0105014 228.8 25 29.5 6 13013 Q-NC0106341 3 29.5 25 29.5 6 13010 Q-NC0066735 134.3 34.3 38.4 6 13010 Q-NC0079529 2 34.3 34.3 38.4 6 13010 Q-NC00139853 35.4 34.3 38.4 6 13010 Q-NC0003284 4 36.4 34.3 38.4 6 13010Q-NC0069630 5 36.5 34.3 38.4 6 13010 Q-NC0105714 6 36.7 34.3 38.4 613010 Q-NC0029780 7 38.3 34.3 38.4 6 13010 Q-NC0002870 8 38.4 34.3 38.46 13010 Q-NC0003210 9 38.4 34.3 38.4 6 13010 Q-NC0025657 10 38.4 34.338.4 6 12944 Q-NC0110607 1 38.7 38.7 43.2 6 12944 Q-NC0027095 2 38.838.7 43.2 6 12944 Q-NC0110850 3 39.3 38.7 43.2 6 12944 Q-NC0025201 439.4 38.7 43.2 6 12944 Q-NC0147740 5 39.4 38.7 43.2 6 12944 Q-NC00004396 39.9 38.7 43.2 6 12944 Q-NC0036067 7 41 38.7 43.2 6 12944 Q-NC00360738 41 38.7 43.2 6 12944 Q-NC0147437 9 41.2 38.7 43.2 6 12944 Q-NC007026010 43.2 38.7 43.2 6 12979 Q-NC0108586 1 43.5 43.5 48 6 12979 Q-NC00379812 44.2 43.5 48 6 12979 Q-NC0030176 3 48 43.5 48 6 13002 Q-NC0106121 149.2 49.2 53.4 6 13002 Q-NC0038040 2 52.1 49.2 53.4 6 13002 Q-NC00673233 52.1 49.2 53.4 6 13002 Q-NC0034523 4 53.2 49.2 53.4 6 13002Q-NC0034054 5 53.4 49.2 53.4 6 12966 Q-NC0106527 1 56.4 56.4 60.5 612966 Q-NC0004463 2 56.5 56.4 60.5 6 12966 Q-NC0060751 3 56.6 56.4 60.56 12966 Q-NC0057758 4 57.5 56.4 60.5 6 12966 Q-NC0108212 5 57.5 56.460.5 6 12966 Q-NC0069870 6 57.8 56.4 60.5 6 12966 Q-NC0011591 7 60.556.4 60.5 6 13101 Q-NC0110712 1 64.8 64.8 69.7 6 13101 Q-NC0146195 2 6664.8 69.7 6 13101 Q-NC0059008 3 66.2 64.8 69.7 6 13101 Q-NC0009134 466.3 64.8 69.7 6 13101 Q-NC0105586 5 66.3 64.8 69.7 6 13101 Q-NC01054976 67.6 64.8 69.7 6 13101 Q-NC0015059 7 69.1 64.8 69.7 6 13101Q-NC0003277 8 69.4 64.8 69.7 6 13101 Q-NC0030942 9 69.7 64.8 69.7 612871 Q-NC0148039 1 70.2 70.2 75.1 6 12871 Q-NC0008833 2 70.9 70.2 75.16 12871 Q-NC0151453 3 75.1 70.2 75.1 6 12999 Q-NC0008838 1 77.7 77.779.6 6 12999 Q-NC0014694 2 77.8 77.7 79.6 6 12999 Q-NC0005064 3 78.177.7 79.6 6 12999 Q-NC0005066 4 78.1 77.7 79.6 6 12999 Q-NC0019518 578.5 77.7 79.6 6 12999 Q-NC0014128 6 78.8 77.7 79.6 6 12999 Q-NC00770317 78.8 77.7 79.6 6 12999 Q-NC0005081 8 79.3 77.7 79.6 6 12999Q-NC0000557 9 79.6 77.7 79.6 6 12999 Q-NC0082021 10 79.6 77.7 79.6 613030 Q-NC0108196 1 79.8 79.8 83.8 6 13030 Q-NC0066737 2 81.9 79.8 83.86 13030 Q-NC0070996 3 81.9 79.8 83.8 6 13030 Q-NC0084789 4 82.2 79.883.8 6 13030 Q-NC0145427 5 82.2 79.8 83.8 6 13030 Q-NC0013638 6 83.579.8 83.8 6 13030 Q-NC0113381 7 83.8 79.8 83.8 6 12952 Q-NC0037517 184.9 84.9 85.5 6 12952 Q-NC0028203 2 85 84.9 85.5 6 12952 Q-NC0004030 385.5 84.9 85.5 6 12952 Q-NC0040364 4 85.5 84.9 85.5 6 13102 Q-NC00197721 92.4 92.4 96.7 6 13102 Q-NC0110972 2 93.2 92.4 96.7 6 13102Q-NC0019588 3 96.7 92.4 96.7 6 13003 Q-NC0037947 1 97.6 97.6 102.4 613003 Q-NC0067075 2 98.9 97.6 102.4 6 13003 Q-NC0005319 3 99.1 97.6102.4 6 13003 Q-NC0081445 4 101.8 97.6 102.4 6 13003 Q-NC0030771 5 102.497.6 102.4 6 12994 Q-NC0017860 1 103.5 103.5 106.6 6 12994 Q-NC0146215 2106.6 103.5 106.6 6 13023 Q-NC0029924 1 109.2 109.2 109.2 6 13068Q-NC0031684 1 114.5 114.5 118.1 6 13068 Q-NC0031026 2 118 114.5 118.1 613068 Q-NC0107449 3 118.1 114.5 118.1 6 13100 Q-NC0017761 1 120.6 120.6120.8 6 13100 Q-NC0023358 2 120.8 120.6 120.8 6 12894 Q-NC0003201 1127.9 127.9 132.9 6 12894 Q-NC0016017 2 128.4 127.9 132.9 6 12894Q-NC0028185 3 130.1 127.9 132.9 6 12894 Q-NC0060514 4 131.2 127.9 132.96 12894 Q-NC0032509 5 132.9 127.9 132.9 6 12918 Q-NC0002782 1 133.5133.5 136 6 12918 Q-NC0053636 2 136 133.5 136 6 12981 Q-NC0009667 1139.1 139.1 140.5 6 12981 Q-NC0021433 2 140.5 139.1 140.5 6 12917Q-NC0032368 1 144.3 144.3 145.8 6 12917 Q-NC0032370 2 144.3 144.3 145.86 12917 Q-NC0037555 3 144.7 144.3 145.8 6 12917 Q-NC0043724 4 145 144.3145.8 6 12917 Q-NC0021734 5 145.4 144.3 145.8 6 12917 Q-NC0037790 6145.4 144.3 145.8 6 12917 Q-NC0027223 7 145.8 144.3 145.8 7 13034Q-NC0143819 1 7.1 7.1 7.1 7 13034 Q-NC0147609 2 7.1 7.1 7.1 7 12902Q-NC0143514 1 29 29 33.3 7 12902 Q-NC0058637 2 33.3 29 33.3 7 13052Q-NC0011865 1 43.5 43.5 43.9 7 13052 Q-NC0003924 2 43.9 43.5 43.9 713052 Q-NC0107497 3 43.9 43.5 43.9 7 13096 Q-NC0016644 1 48.6 48.6 51.37 13096 Q-NC0009409 2 51.2 48.6 51.3 7 13096 Q-NC0084006 3 51.2 48.651.3 7 13096 Q-NC0060906 4 51.3 48.6 51.3 7 13096 Q-NC0070341 5 51.348.6 51.3 7 12864 Q-NC0009304 1 56 56 58.5 7 12864 Q-NC0108168 2 56 5658.5 7 12864 Q-NC0066143 3 57.1 56 58.5 7 12864 Q-NC0042164 4 57.4 5658.5 7 12864 Q-NC0031370 5 57.7 56 58.5 7 12864 Q-NC0146122 6 57.8 5658.5 7 12864 Q-NC0107775 7 58.3 56 58.5 7 12864 Q-NC0002225 8 58.5 5658.5 7 12864 Q-NC0033755 9 58.5 56 58.5 7 12864 Q-NC0147613 10 58.5 5658.5 7 12969 Q-NC0030674 1 60.2 60.2 62.5 7 12969 Q-NC0056253 2 60.460.2 62.5 7 12969 Q-NC0146556 3 60.4 60.2 62.5 7 12969 Q-NC0027428 460.8 60.2 62.5 7 12969 Q-NC0033507 5 61.8 60.2 62.5 7 12969 Q-NC00356336 61.8 60.2 62.5 7 12969 Q-NC0036486 7 61.8 60.2 62.5 7 12969Q-NC0028094 8 61.9 60.2 62.5 7 12969 Q-NC0000558 9 62.2 60.2 62.5 712969 Q-NC0050490 10 62.5 60.2 62.5 7 13041 Q-NC0030511 1 62.8 62.8 64.47 13041 Q-NC0039064 2 62.8 62.8 64.4 7 13041 Q-NC0105086 3 62.8 62.864.4 7 13041 Q-NC0108360 4 62.8 62.8 64.4 7 13041 Q-NC0034215 5 63.162.8 64.4 7 13041 Q-NC0155984 6 63.1 62.8 64.4 7 13041 Q-NC0033769 7 6462.8 64.4 7 13041 Q-NC0034121 8 64.1 62.8 64.4 7 13041 Q-NC0078294 964.2 62.8 64.4 7 13041 Q-NC0004299 10 64.4 62.8 64.4 7 12883 Q-NC01557661 65.6 65.6 70.1 7 12883 Q-NC0009073 2 65.9 65.6 70.1 7 12883Q-NC0019507 3 65.9 65.6 70.1 7 12883 Q-NC0106910 4 65.9 65.6 70.1 712883 Q-NC0110477 5 65.9 65.6 70.1 7 12883 Q-NC0068424 6 66.2 65.6 70.17 12883 Q-NC0068426 7 66.5 65.6 70.1 7 12883 Q-NC0034688 8 69.4 65.670.1 7 12883 Q-NC0066422 9 69.4 65.6 70.1 7 12883 Q-NC0147598 10 70.165.6 70.1 7 13025 Q-NC0033620 1 75.7 75.7 80.7 7 13025 Q-NC0068434 276.5 75.7 80.7 7 13025 Q-NC0039598 3 77.9 75.7 80.7 7 13025 Q-NC00293624 78.4 75.7 80.7 7 13025 Q-NC0145922 5 80.5 75.7 80.7 7 13025Q-NC0057013 6 80.7 75.7 80.7 7 13020 Q-NC0048425 1 88.3 88.3 91.3 713020 Q-NC0035408 2 89.5 88.3 91.3 7 13020 Q-NC0005051 3 91.3 88.3 91.37 12939 Q-NC0038914 1 96.6 96.6 99.7 7 12939 Q-NC0009240 2 98.5 96.699.7 7 12939 Q-NC0022958 3 98.5 96.6 99.7 7 12939 Q-NC0028932 4 99 96.699.7 7 12939 Q-NC0068149 5 99 96.6 99.7 7 12939 Q-NC0155829 6 99 96.699.7 7 12939 Q-NC0033952 7 99.4 96.6 99.7 7 12939 Q-NC0105642 8 99.496.6 99.7 7 12939 Q-NC0034583 9 99.5 96.6 99.7 7 12939 Q-NC0031547 1099.7 96.6 99.7 7 12890 Q-NC0004302 1 99.8 99.8 104.6 7 12890 Q-NC00703922 99.8 99.8 104.6 7 12890 Q-NC0070402 3 99.8 99.8 104.6 7 12890Q-NC0081460 4 99.8 99.8 104.6 7 12890 Q-NC0004093 5 100 99.8 104.6 712890 Q-NC0031157 6 100 99.8 104.6 7 12890 Q-NC0153856 7 101.7 99.8104.6 7 12890 Q-NC0078828 8 102 99.8 104.6 7 12890 Q-NC0015995 9 104.699.8 104.6 7 12890 Q-NC0016008 10 104.6 99.8 104.6 7 13076 Q-NC0144299 1104.9 104.9 107 7 13076 Q-NC0145260 2 104.9 104.9 107 7 13076Q-NC0018284 3 105.8 104.9 107 7 13076 Q-NC0039773 4 106.1 104.9 107 713076 Q-NC0015161 5 106.4 104.9 107 7 13076 Q-NC0040335 6 107 104.9 1077 13028 Q-NC0009674 1 112.1 112.1 116.1 7 13028 Q-NC0030029 2 112.7112.1 116.1 7 13028 Q-NC0018565 3 115.2 112.1 116.1 7 13028 Q-NC00270694 116.1 112.1 116.1 7 12898 Q-NC0003218 1 117.9 117.9 117.9 7 12922Q-NC0009872 1 123.8 123.8 126.9 7 12922 Q-NC0148208 2 126.9 123.8 126.97 12935 Q-NC0112796 1 130.1 130.1 131.2 7 12935 Q-NC0004953 2 131.2130.1 131.2 7 12934 Q-NC0015974 1 135.9 135.9 138.5 7 12934 Q-NC01107712 138.5 135.9 138.5 7 12915 Q-NC0009843 1 149.2 149.2 154.2 7 12915Q-NC0011659 2 150.9 149.2 154.2 7 12915 Q-NC0011664 3 150.9 149.2 154.27 12915 Q-NC0146593 4 152.9 149.2 154.2 7 12915 Q-NC0155473 5 152.9149.2 154.2 7 12915 Q-NC0155475 6 154.2 149.2 154.2 7 12960 Q-NC01433711 156.6 156.6 161.1 7 12960 Q-NC0151568 2 161.1 156.6 161.1 7 12962Q-NC0078091 1 164.6 164.6 169.3 7 12962 Q-NC0146620 2 165.7 164.6 169.37 12962 Q-NC0038317 3 165.8 164.6 169.3 7 12962 Q-NC0036490 4 166.9164.6 169.3 7 12962 Q-NC0028596 5 168.9 164.6 169.3 7 12962 Q-NC00384996 169.3 164.6 169.3 7 12867 Q-NC0106258 1 170.9 170.9 173.9 7 12867Q-NC0021038 2 171.4 170.9 173.9 7 12867 Q-NC0071624 3 171.7 170.9 173.97 12867 Q-NC0004142 4 173.9 170.9 173.9 7 12867 Q-NC0019704 5 173.9170.9 173.9 8 12924 Q-NC0024672 1 33.6 33.6 38.1 8 12924 Q-NC0019198 238.1 33.6 38.1 8 12892 Q-NC0038724 1 39.6 39.6 41.7 8 12892 Q-NC00402992 41.2 39.6 41.7 8 12892 Q-NC0003792 3 41.7 39.6 41.7 8 12954Q-NC0029842 1 51.6 51.6 56.5 8 12954 Q-NC0027580 2 51.7 51.6 56.5 812954 Q-NC0008934 3 51.8 51.6 56.5 8 12954 Q-NC0034552 4 51.8 51.6 56.58 12954 Q-NC0107937 5 52.6 51.6 56.5 8 12954 Q-NC0105809 6 53.4 51.656.5 8 12954 Q-NC0005266 7 56.5 51.6 56.5 8 12914 Q-NC0111628 1 57.357.3 60.1 8 12914 Q-NC0026720 2 58.7 57.3 60.1 8 12914 Q-NC0037392 3 6057.3 60.1 8 12914 Q-NC0027485 4 60.1 57.3 60.1 8 12885 Q-NC0079080 165.8 65.8 70.7 8 12885 Q-NC0053899 2 65.9 65.8 70.7 8 12885 Q-NC01541743 69 65.8 70.7 8 12885 Q-NC0010347 4 69.2 65.8 70.7 8 12885 Q-NC01043685 70 65.8 70.7 8 12885 Q-NC0104862 6 70 65.8 70.7 8 12885 Q-NC0105974 770 65.8 70.7 8 12885 Q-NC0151503 8 70 65.8 70.7 8 12885 Q-NC0020099 970.5 65.8 70.7 8 12885 Q-NC0081269 10 70.7 65.8 70.7 8 13078 Q-NC00290151 71.1 71.1 72.9 8 13078 Q-NC0051919 2 71.1 71.1 72.9 8 13078Q-NC0107396 3 71.1 71.1 72.9 8 13078 Q-NC0022765 4 72.4 71.1 72.9 813078 Q-NC0009659 5 72.9 71.1 72.9 8 12937 Q-NC0051048 1 78.9 78.9 83.98 12937 Q-NC0082612 2 78.9 78.9 83.9 8 12937 Q-NC0027361 3 79.6 78.983.9 8 12937 Q-NC0011760 4 80.3 78.9 83.9 8 12937 Q-NC0145200 5 80.378.9 83.9 8 12937 Q-NC0145999 6 80.3 78.9 83.9 8 12937 Q-NC0108315 780.4 78.9 83.9 8 12937 Q-NC0009254 8 83.9 78.9 83.9 8 13053 Q-NC00139461 84 84 88.5 8 13053 Q-NC0015146 2 84 84 88.5 8 13053 Q-NC0077568 3 8484 88.5 8 13053 Q-NC0147465 4 84 84 88.5 8 13053 Q-NC0009835 5 84.5 8488.5 8 13053 Q-NC0018342 6 84.9 84 88.5 8 13053 Q-NC0020912 7 85.2 8488.5 8 13053 Q-NC0110378 8 85.5 84 88.5 8 13053 Q-NC0155968 9 87.9 8488.5 8 13053 Q-NC0108631 10 88.5 84 88.5 8 12975 Q-NC0110331 1 89.1 89.193.9 8 12975 Q-NC0144363 2 91.1 89.1 93.9 8 12975 Q-NC0112082 3 92 89.193.9 8 12975 Q-NC0056860 4 92.1 89.1 93.9 8 12975 Q-NC0021895 5 92.289.1 93.9 8 12975 Q-NC0032337 6 92.7 89.1 93.9 8 12975 Q-NC0048562 792.7 89.1 93.9 8 12975 Q-NC0082295 8 93.7 89.1 93.9 8 12975 Q-NC00205149 93.9 89.1 93.9 8 12869 Q-NC0004504 1 95.6 95.6 97.2 8 12869Q-NC0104858 2 96.2 95.6 97.2 8 12869 Q-NC0155749 3 96.2 95.6 97.2 812869 Q-NC0012023 4 96.4 95.6 97.2 8 12869 Q-NC0104389 5 97.1 95.6 97.28 12869 Q-NC0152566 6 97.2 95.6 97.2 8 13072 Q-NC0105835 1 104 104 108.58 13072 Q-NC0027300 2 108.5 104 108.5 8 13072 Q-NC0031025 3 108.5 104108.5 8 13072 Q-NC0082386 4 108.5 104 108.5 8 13103 Q-NC0110684 1 111.2111.2 115.6 8 13103 Q-NC0112497 2 111.7 111.2 115.6 8 13103 Q-NC00103923 115.4 111.2 115.6 8 13103 Q-NC0012656 4 115.6 111.2 115.6 8 13103Q-NC0020546 5 115.6 111.2 115.6 8 12928 Q-NC0008831 1 116.3 116.3 118.68 12928 Q-NC0153229 2 116.4 116.3 118.6 8 12928 Q-NC0153243 3 116.4116.3 118.6 8 12928 Q-NC0143432 4 117.9 116.3 118.6 8 12928 Q-NC00205375 118.6 116.3 118.6 8 12956 Q-NC0004586 1 125.1 125.1 125.1 8 12956Q-NC0031630 2 125.1 125.1 125.1 8 13098 Q-NC0003008 1 130.7 130.7 134.58 13098 Q-NC0005592 2 134.5 130.7 134.5 8 12993 Q-NC0013100 1 138.8138.8 139.7 8 12993 Q-NC0027810 2 139.4 138.8 139.7 8 12993 Q-NC01072863 139.7 138.8 139.7 8 12993 Q-NC0108962 4 139.7 138.8 139.7 8 13059Q-NC0145077 1 149.2 149.2 149.2 8 13059 Q-NC0145298 2 149.2 149.2 149.28 13059 Q-NC0154802 3 149.2 149.2 149.2 8 12872 Q-NC0014566 1 155.1155.1 156.3 8 12872 Q-NC0008757 2 156.3 155.1 156.3 8 13057 Q-NC00005611 168.3 168.3 169.9 8 13057 Q-NC0060573 2 169.9 168.3 169.9 9 12906Q-NC0014476 1 0.8 0.8 0.8 9 12906 Q-NC0014479 2 0.8 0.8 0.8 9 12943Q-NC0054684 1 8.3 8.3 8.3 9 13073 Q-NC0020781 1 16 16 19.6 9 13073Q-NC0112118 2 16 16 19.6 9 13073 Q-NC0002735 3 17.6 16 19.6 9 13073Q-NC0113434 4 19.6 16 19.6 9 13067 Q-NC0049557 1 25.7 25.7 25.7 9 12986Q-NC0012830 1 33.1 33.1 36.6 9 12986 Q-NC0148121 2 36.6 33.1 36.6 913009 Q-NC0025198 1 45.7 45.7 46.5 9 13009 Q-NC0029745 2 45.7 45.7 46.59 13009 Q-NC0041796 3 46.5 45.7 46.5 9 12955 Q-NC0029436 1 51.5 51.551.5 9 12868 Q-NC0028095 1 59.4 59.4 63.4 9 12868 Q-NC0010643 2 60.659.4 63.4 9 12868 Q-NC0055759 3 62.1 59.4 63.4 9 12868 Q-NC0004049 462.5 59.4 63.4 9 12868 Q-NC0107905 5 63.4 59.4 63.4 9 12877 Q-NC00803821 65 65 66.5 9 12877 Q-NC0018302 2 65.1 65 66.5 9 12877 Q-NC0145117 365.9 65 66.5 9 12877 Q-NC0145814 4 65.9 65 66.5 9 12877 Q-NC0031233 566.5 65 66.5 9 12877 Q-NC0055370 6 66.5 65 66.5 9 12877 Q-NC0107095 766.5 65 66.5 9 12877 Q-NC0109526 8 66.5 65 66.5 9 12877 Q-NC0144042 966.5 65 66.5 9 12877 Q-NC0153885 10 66.5 65 66.5 9 12926 Q-NC0029832 166.6 66.6 68.5 9 12926 Q-NC0144850 2 67 66.6 68.5 9 12926 Q-NC0004407 367.2 66.6 68.5 9 12926 Q-NC0086681 4 67.5 66.6 68.5 9 12926 Q-NC01131135 67.5 66.6 68.5 9 12926 Q-NC0025961 6 68.5 66.6 68.5 9 12926Q-NC0104195 7 68.5 66.6 68.5 9 12926 Q-NC0106345 8 68.5 66.6 68.5 912926 Q-NC0106748 9 68.5 66.6 68.5 9 12926 Q-NC0106791 10 68.5 66.6 68.59 12970 Q-NC0031039 1 70.9 70.9 75.9 9 12970 Q-NC0009397 2 72.6 70.975.9 9 12970 Q-NC0029595 3 73.1 70.9 75.9 9 12970 Q-NC0021430 4 74.270.9 75.9 9 12970 Q-NC0028354 5 75.2 70.9 75.9 9 12970 Q-NC0002611 675.9 70.9 75.9 9 12957 Q-NC0112189 1 76.2 76.2 80.1 9 12957 Q-NC00208512 76.3 76.2 80.1 9 12957 Q-NC0020048 3 77.5 76.2 80.1 9 12957Q-NC0153427 4 77.5 76.2 80.1 9 12957 Q-NC0153921 5 77.5 76.2 80.1 912957 Q-NC0003231 6 78.7 76.2 80.1 9 12957 Q-NC0111177 7 80.1 76.2 80.19 12874 Q-NC0014826 1 81.8 81.8 84.5 9 12874 Q-NC0008937 2 81.9 81.884.5 9 12874 Q-NC0110272 3 82.9 81.8 84.5 9 12874 Q-NC0002383 4 83.381.8 84.5 9 12874 Q-NC0053284 5 83.3 81.8 84.5 9 12874 Q-NC0061433 683.3 81.8 84.5 9 12874 Q-NC0110125 7 83.4 81.8 84.5 9 12874 Q-NC00034258 84.5 81.8 84.5 9 12874 Q-NC0038548 9 84.5 81.8 84.5 9 12874Q-NC0105297 10 84.5 81.8 84.5 9 13093 Q-NC0004123 1 84.6 84.6 87.3 913093 Q-NC0031490 2 84.6 84.6 87.3 9 13093 Q-NC0078438 3 84.6 84.6 87.39 13093 Q-NC0013086 4 87.3 84.6 87.3 9 13026 Q-NC0081074 1 90.4 90.491.7 9 13026 Q-NC0145318 2 91 90.4 91.7 9 13026 Q-NC0108275 3 91.6 90.491.7 9 13026 Q-NC0110293 4 91.7 90.4 91.7 9 13075 Q-NC0004890 1 98.498.4 102.1 9 13075 Q-NC0106442 2 98.4 98.4 102.1 9 13075 Q-NC0041196 3101.5 98.4 102.1 9 13075 Q-NC0042348 4 101.8 98.4 102.1 9 13075Q-NC0018417 5 102.1 98.4 102.1 9 13090 Q-NC0066389 1 105.5 105.5 110.5 913090 Q-NC0066390 2 105.5 105.5 110.5 9 13090 Q-NC0036022 3 107.9 105.5110.5 9 13090 Q-NC0016689 4 110.4 105.5 110.5 9 13090 Q-NC0018446 5110.4 105.5 110.5 9 13090 Q-NC0035380 6 110.4 105.5 110.5 9 13090Q-NC0110938 7 110.5 105.5 110.5 9 13099 Q-NC0020368 1 114.4 114.4 117.79 13099 Q-NC0151505 2 114.5 114.4 117.7 9 13099 Q-NC0029176 3 116 114.4117.7 9 13099 Q-NC0110800 4 117.7 114.4 117.7 9 12899 Q-NC0035729 1120.3 120.3 122.7 9 12899 Q-NC0039475 2 122.7 120.3 122.7 9 13021Q-NC0042929 1 130 130 133.5 9 13021 Q-NC0111292 2 131.1 130 133.5 913021 Q-NC0009407 3 133.5 130 133.5 9 13021 Q-NC0026895 4 133.5 130133.5 9 13049 Q-NC0083647 1 136.7 136.7 136.7 9 13097 Q-NC0077194 1147.7 147.7 147.7 9 13094 Q-NC0049286 1 153 153 153.2 9 13094Q-NC0147417 2 153.2 153 153.2 10 13086 Q-NC0020088 1 8.6 8.6 8.6 1013077 Q-NC0153632 1 24.1 24.1 24.1 10 12984 Q-NC0020502 1 30.3 30.3 32.210 12984 Q-NC0009645 2 32.1 30.3 32.2 10 12984 Q-NC0104672 3 32.2 30.332.2 10 13089 Q-NC0111004 1 36.7 36.7 40.8 10 13089 Q-NC0111682 2 36.736.7 40.8 10 13089 Q-NC0154801 3 40 36.7 40.8 10 13089 Q-NC0008956 440.8 36.7 40.8 10 13080 Q-NC0016045 1 43.7 43.7 47.3 10 13080Q-NC0028604 2 43.7 43.7 47.3 10 13080 Q-NC0005255 3 45 43.7 47.3 1013080 Q-NC0004887 4 45.2 43.7 47.3 10 13080 Q-NC0155598 5 45.2 43.7 47.310 13080 Q-NC0000531 6 45.3 43.7 47.3 10 13080 Q-NC0029123 7 45.3 43.747.3 10 13080 Q-NC0111212 8 45.9 43.7 47.3 10 13080 Q-NC0143762 9 46.743.7 47.3 10 13080 Q-NC0025218 10 47.3 43.7 47.3 10 13039 Q-NC0051974 148.3 48.3 53 10 13039 Q-NC0109648 2 49.1 48.3 53 10 13039 Q-NC0109058 349.2 48.3 53 10 13039 Q-NC0109866 4 49.2 48.3 53 10 13039 Q-NC0112238 549.2 48.3 53 10 13039 Q-NC0005140 6 51 48.3 53 10 13039 Q-NC0012984 751.3 48.3 53 10 13039 Q-NC0105175 8 51.6 48.3 53 10 13039 Q-NC0143388 951.6 48.3 53 10 13039 Q-NC0009350 10 53 48.3 53 10 13017 Q-NC0009755 154.2 54.2 58.9 10 13017 Q-NC0002285 2 55.4 54.2 58.9 10 13017Q-NC0039275 3 55.4 54.2 58.9 10 13017 Q-NC0104512 4 57.3 54.2 58.9 1013017 Q-NC0022717 5 57.8 54.2 58.9 10 13017 Q-NC0003206 6 58.6 54.2 58.910 13017 Q-NC0003640 7 58.9 54.2 58.9 10 12953 Q-NC0111360 1 61.2 61.264.8 10 12953 Q-NC0009295 2 61.3 61.2 64.8 10 12953 Q-NC0002940 3 61.461.2 64.8 10 12953 Q-NC0109090 4 61.5 61.2 64.8 10 12953 Q-NC0084196 563.6 61.2 64.8 10 12953 Q-NC0016730 6 63.8 61.2 64.8 10 12953Q-NC0031358 7 64.2 61.2 64.8 10 12953 Q-NC0107941 8 64.3 61.2 64.8 1012953 Q-NC0112090 9 64.8 61.2 64.8 10 13095 Q-NC0018392 1 71.5 71.5 75.810 13095 Q-NC0027447 2 75.6 71.5 75.8 10 13095 Q-NC0081776 3 75.8 71.575.8 10 12983 Q-NC0030134 1 79.4 79.4 79.4 10 12901 Q-NC0011115 1 90 9092.1 10 12901 Q-NC0070905 2 92.1 90 92.1 10 12876 Q-NC0067173 1 98 98102.2 10 12876 Q-NC0154948 2 102.2 98 102.2 10 13064 Q-NC0143657 1 103.5103.5 108.3 10 13064 Q-NC0009486 2 105.5 103.5 108.3 10 13064Q-NC0109723 3 108.3 103.5 108.3 10 12916 Q-NC0008954 1 112 112 114.6 1012916 Q-NC0107333 2 113.1 112 114.6 10 12916 Q-NC0109666 3 113.1 112114.6 10 12916 Q-NC0151488 4 114.6 112 114.6 10 12967 Q-NC0008643 1119.1 119.1 123.3 10 12967 Q-NC0111488 2 123.3 119.1 123.3

TABLE 2 Characterization of haplotype windows in the soybean genomebased on 149 elite lines and 1168 SNP markers. Haplotype windows in eachchromosome are identified and the markers (disclosed in US PatentApplications 2005/0204780 and 2005/0216545, incorporated herein byreference in their entirety) within each window are described. HAPLOTYPEMARKER MARKER START END CHROMOSOME WINDOW ID NAME ORDER POSITIONPOSITION POSITION 1 13610 Q-NS0092678 1 0 0 3 1 13610 Q-NS0092617 2 0.40 3 1 13610 Q-NS0101549 3 1.4 0 3 1 13610 Q-NS0127917 4 1.4 0 3 1 13610Q-NS0120003 5 1.8 0 3 1 13610 Q-NS0118494 6 3 0 3 1 13610 Q-NS0124158 73 0 3 1 13659 Q-NS0101025 1 11.3 11.3 16.2 1 13659 Q-NS0101038 2 11.311.3 16.2 1 13659 Q-NS0127234 3 11.3 11.3 16.2 1 13659 Q-NS0129173 411.3 11.3 16.2 1 13659 Q-NS0097228 5 16.2 11.3 16.2 1 13828 Q-NS01237261 17.9 17.9 22.1 1 13828 Q-NS0096824 2 18.8 17.9 22.1 1 13828Q-NS0096307 3 22.1 17.9 22.1 1 13828 Q-NS0120370 4 22.1 17.9 22.1 113688 Q-NS0121738 1 23.1 23.1 26.2 1 13688 Q-NS0118969 2 25.1 23.1 26.21 13688 Q-NS0120079 3 25.1 23.1 26.2 1 13688 Q-NS0124450 4 25.1 23.126.2 1 13688 Q-NS0126493 5 25.1 23.1 26.2 1 13688 Q-NS0094900 6 26.223.1 26.2 1 13748 Q-NS0100189 1 28.6 28.6 32 1 13748 Q-NS0115741 2 3228.6 32 1 13865 Q-NS0098951 1 35 35 38.3 1 13865 Q-NS0125096 2 36.2 3538.3 1 13865 Q-NS0117863 3 38.3 35 38.3 1 13865 Q-NS0122151 4 38.3 3538.3 1 13673 Q-NS0119049 1 47.5 47.5 51.5 1 13673 Q-NS0115450 2 47.947.5 51.5 1 13673 Q-NS0129555 3 47.9 47.5 51.5 1 13673 Q-NS0135427 448.1 47.5 51.5 1 13673 Q-NS0093252 5 51.1 47.5 51.5 1 13673 Q-NS01209486 51.1 47.5 51.5 1 13673 Q-NS0119584 7 51.5 47.5 51.5 1 13716Q-NS0119795 1 53.3 53.3 55.2 1 13716 Q-NS0124652 2 55.2 53.3 55.2 113842 Q-NS0093775 1 64.1 64.1 66.8 1 13842 Q-NS0136063 2 66.8 64.1 66.81 13632 Q-NS0116003 1 70 70 73.9 1 13632 Q-NS0121329 2 70 70 73.9 113632 Q-NS0097011 3 70.4 70 73.9 1 13632 Q-NS0136255 4 73.9 70 73.9 113740 Q-NS0125407 1 78.4 78.4 83.3 1 13740 Q-NS0115925 2 79.9 78.4 83.31 13740 Q-NS0117865 3 79.9 78.4 83.3 1 13740 Q-NS0118789 4 83.3 78.483.3 1 13707 Q-NS0115445 1 90 90 90 1 13707 Q-NS0127094 2 90 90 90 113786 Q-NS0099886 1 95.9 95.9 98.4 1 13786 Q-NS0101558 2 97.4 95.9 98.41 13786 Q-NS0121865 3 98.4 95.9 98.4 1 13833 Q-NS0100425 1 110.8 110.8112 1 13833 Q-NS0098341 2 112 110.8 112 2 13718 Q-NS0092792 1 0.4 0.43.7 2 13718 Q-NS0135783 2 3.7 0.4 3.7 2 13758 Q-NS0093345 1 22.5 22.523.2 2 13758 Q-NS0098139 2 23.2 22.5 23.2 2 13572 Q-NS0096933 1 34.834.8 38.8 2 13572 Q-NS0094031 2 38.8 34.8 38.8 2 13624 Q-NS0126797 139.9 39.9 44 2 13624 Q-NS0096219 2 40.3 39.9 44 2 13624 Q-NS0125781 342.4 39.9 44 2 13624 Q-NS0102988 4 44 39.9 44 2 13624 Q-NS0120970 5 4439.9 44 2 13796 Q-NS0097413 1 48.1 48.1 48.1 2 13818 Q-NS0124916 1 56.556.5 57.7 2 13818 Q-NS0128764 2 56.5 56.5 57.7 2 13818 Q-NS0099649 357.7 56.5 57.7 2 13776 Q-NS0128262 1 62.1 62.1 62.1 2 13776 Q-NS01350572 62.1 62.1 62.1 2 13855 Q-NS0094352 1 67.6 67.6 67.6 2 13861Q-NS0103318 1 73.5 73.5 76.6 2 13861 Q-NS0119250 2 73.7 73.5 76.6 213861 Q-NS0122142 3 73.7 73.5 76.6 2 13861 Q-NS0119892 4 76.6 73.5 76.62 13689 Q-NS0094025 1 82.3 82.3 86 2 13689 Q-NS0136630 2 83 82.3 86 213689 Q-NS0093040 3 85.3 82.3 86 2 13689 Q-NS0098210 4 86 82.3 86 213689 Q-NS0100393 5 86 82.3 86 2 13689 Q-NS0102832 6 86 82.3 86 2 13689Q-NS0114305 7 86 82.3 86 2 13639 Q-NS0119402 1 88.4 88.4 93.2 2 13639Q-NS0137326 2 93.2 88.4 93.2 2 13767 Q-NS0115399 1 103.9 103.9 106.7 213767 Q-NS0123688 2 103.9 103.9 106.7 2 13767 Q-NS0124925 3 104.3 103.9106.7 2 13767 Q-NS0113961 4 105.8 103.9 106.7 2 13767 Q-NS0117731 5106.3 103.9 106.7 2 13767 Q-NS0121937 6 106.3 103.9 106.7 2 13767Q-NS0121929 7 106.7 103.9 106.7 2 13589 Q-NS0115045 1 115.4 115.4 115.42 13589 Q-NS0130507 2 115.4 115.4 115.4 2 13862 Q-NS0099483 1 120.6120.6 120.6 3 13676 Q-NS0095629 1 3.8 3.8 8.5 3 13676 Q-NS0135494 2 8.53.8 8.5 3 13859 Q-NS0103206 1 10.6 10.6 11 3 13859 Q-NS0120038 2 10.610.6 11 3 13859 Q-NS0124701 3 11 10.6 11 3 13761 Q-NS0099457 1 16.1 16.116.1 3 13761 Q-NS0099713 2 16.1 16.1 16.1 3 13761 Q-NS0101568 3 16.116.1 16.1 3 13761 Q-NS0118537 4 16.1 16.1 16.1 3 13761 Q-NS0129433 516.1 16.1 16.1 3 13722 Q-NS0116069 1 25 25 29.8 3 13722 Q-NS0130106 229.4 25 29.8 3 13722 Q-NS0128396 3 29.8 25 29.8 3 13715 Q-NS0127872 131.8 31.8 31.8 3 13849 Q-NS0137810 1 37.9 37.9 39.3 3 13849 Q-NS01380252 39.3 37.9 39.3 3 13680 Q-NS0115007 1 43.5 43.5 45.2 3 13680Q-NS0119972 2 43.5 43.5 45.2 3 13680 Q-NS0120592 3 43.5 43.5 45.2 313680 Q-NS0124149 4 43.5 43.5 45.2 3 13680 Q-NS0135644 5 43.5 43.5 45.23 13680 Q-NS0118628 6 45.2 43.5 45.2 3 13626 Q-NS0098544 1 50.1 50.1 553 13626 Q-NS0129502 2 50.1 50.1 55 3 13626 Q-NS0100204 3 51.3 50.1 55 313626 Q-NS0102351 4 51.3 50.1 55 3 13626 Q-NS0126363 5 51.3 50.1 55 313626 Q-NS0126717 6 51.3 50.1 55 3 13626 Q-NS0098843 7 53.8 50.1 55 313626 Q-NS0115031 8 55 50.1 55 3 13626 Q-NS0129945 9 55 50.1 55 3 13629Q-NS0102924 1 55.4 55.4 55.4 3 13850 Q-NS0123576 1 71.4 71.4 74.2 313850 Q-NS0103052 2 74.2 71.4 74.2 3 13646 Q-NS0097691 1 84.9 84.9 87.33 13646 Q-NS0124550 2 87.3 84.9 87.3 3 13701 Q-NS0093020 1 96.9 96.9101.2 3 13701 Q-NS0103626 2 99.1 96.9 101.2 3 13701 Q-NS0103742 3 99.196.9 101.2 3 13701 Q-NS0129472 4 99.1 96.9 101.2 3 13701 Q-NS0125388 599.7 96.9 101.2 3 13701 Q-NS0119893 6 100.3 96.9 101.2 3 13701Q-NS0119938 7 100.3 96.9 101.2 3 13701 Q-NS0121650 8 100.3 96.9 101.2 313701 Q-NS0122057 9 100.3 96.9 101.2 3 13701 Q-NS0104071 10 101.2 96.9101.2 3 13737 Q-NS0096110 1 103.5 103.5 103.5 3 13725 Q-NS0123951 1110.6 110.6 115.6 3 13725 Q-NS0100940 2 112.6 110.6 115.6 3 13725Q-NS0118018 3 113.6 110.6 115.6 3 13725 Q-NS0095558 4 115.6 110.6 115.63 13655 Q-NS0122225 1 117 117 117 3 13752 Q-NS0103909 1 126.6 126.6130.6 3 13752 Q-NS0134693 2 130.6 126.6 130.6 3 13669 Q-NS0136661 1132.7 132.7 133.8 3 13669 Q-NS0120054 2 133.4 132.7 133.8 3 13669Q-NS0093291 3 133.8 132.7 133.8 3 13669 Q-NS0097611 4 133.8 132.7 133.83 13669 Q-NS0103125 5 133.8 132.7 133.8 3 13669 Q-NS0116590 6 133.8132.7 133.8 3 13741 Q-NS0094097 1 138.8 138.8 139.2 3 13741 Q-NS01148742 138.8 138.8 139.2 3 13741 Q-NS0115159 3 138.8 138.8 139.2 3 13741Q-NS0127432 4 138.8 138.8 139.2 3 13741 Q-NS0097878 5 139.2 138.8 139.23 13717 Q-NS0097078 1 150.2 150.2 151.3 3 13717 Q-NS0115022 2 150.2150.2 151.3 3 13717 Q-NS0118268 3 150.2 150.2 151.3 3 13717 Q-NS01020444 151.3 150.2 151.3 3 13717 Q-NS0137989 5 151.3 150.2 151.3 4 13809Q-NS0097943 1 0 0 0 4 13864 Q-NS0114876 1 5.1 5.1 10 4 13864 Q-NS01153982 5.1 5.1 10 4 13864 Q-NS0128006 3 5.1 5.1 10 4 13864 Q-NS0128286 4 7.45.1 10 4 13864 Q-NS0126057 5 8.3 5.1 10 4 13864 Q-NS0097763 6 8.7 5.1 104 13864 Q-NS0120344 7 8.7 5.1 10 4 13864 Q-NS0094035 8 10 5.1 10 4 13757Q-NS0119793 1 11.8 11.8 11.8 4 13585 Q-NS0092597 1 19 19 19.4 4 13585Q-NS0121753 2 19.4 19 19.4 4 13585 Q-NS0135269 3 19.4 19 19.4 4 13751Q-NS0128418 1 24.1 24.1 24.1 4 13628 Q-NS0100939 1 32.4 32.4 33.6 413628 Q-NS0122451 2 32.4 32.4 33.6 4 13628 Q-NS0103121 3 33.6 32.4 33.64 13687 Q-NS0118936 1 41.5 41.5 45.6 4 13687 Q-NS0122458 2 41.5 41.545.6 4 13687 Q-NS0102629 3 44.8 41.5 45.6 4 13687 Q-NS0103927 4 44.841.5 45.6 4 13687 Q-NS0124687 5 44.8 41.5 45.6 4 13687 Q-NS0126961 644.8 41.5 45.6 4 13687 Q-NS0098239 7 45.2 41.5 45.6 4 13687 Q-NS00932538 45.6 41.5 45.6 4 13747 Q-NS0119674 1 47.7 47.7 51.6 4 13747Q-NS0128628 2 47.7 47.7 51.6 4 13747 Q-NS0098444 3 48.1 47.7 51.6 413747 Q-NS0128393 4 51.6 47.7 51.6 4 13784 Q-NS0100200 1 53.6 53.6 53.64 13784 Q-NS0113972 2 53.6 53.6 53.6 4 13739 Q-NS0100304 1 69 69 73.1 413739 Q-NS0123567 2 73.1 69 73.1 4 13712 Q-NS0093333 1 76.6 76.6 80.8 413712 Q-NS0134715 2 80.8 76.6 80.8 4 13853 Q-NS0136358 1 91.2 91.2 92.44 13853 Q-NS0116010 2 92.4 91.2 92.4 4 13804 Q-NS0127436 1 110.6 110.6114.7 4 13804 Q-NS0102719 2 113.5 110.6 114.7 4 13804 Q-NS0121437 3113.5 110.6 114.7 4 13804 Q-NS0120511 4 113.9 110.6 114.7 4 13804Q-NS0103916 5 114.7 110.6 114.7 4 13804 Q-NS0122402 6 114.7 110.6 114.74 13807 Q-NS0093229 1 125.6 125.6 125.6 4 13798 Q-NS0124735 1 132.1132.1 132.1 4 13831 Q-NS0101355 1 138.6 138.6 139 4 13831 Q-NS0119353 2138.6 138.6 139 4 13831 Q-NS0128057 3 138.6 138.6 139 4 13831Q-NS0116504 4 139 138.6 139 5 13825 Q-NS0135209 1 0 0 0.2 5 13825Q-NS0135791 2 0 0 0.2 5 13825 Q-NS0137720 3 0.2 0 0.2 5 13613Q-NS0094787 1 6 6 10.3 5 13613 Q-NS0095037 2 9.1 6 10.3 5 13613Q-NS0096065 3 9.1 6 10.3 5 13613 Q-NS0115071 4 9.1 6 10.3 5 13613Q-NS0116035 5 9.1 6 10.3 5 13613 Q-NS0102722 6 9.9 6 10.3 5 13613Q-NS0123078 7 9.9 6 10.3 5 13613 Q-NS0125565 8 9.9 6 10.3 5 13613Q-NS0130504 9 9.9 6 10.3 5 13613 Q-NS0096316 10 10.3 6 10.3 5 13830Q-NS0103750 1 10.7 10.7 12.9 5 13830 Q-NS0124929 2 12.4 10.7 12.9 513830 Q-NS0100555 3 12.9 10.7 12.9 5 13830 Q-NS0100959 4 12.9 10.7 12.95 13830 Q-NS0119950 5 12.9 10.7 12.9 5 13830 Q-NS0121934 6 12.9 10.712.9 5 13848 Q-NS0143014 1 16.4 16.4 18.5 5 13848 Q-NS0101671 2 18.516.4 18.5 5 13848 Q-NS0101672 3 18.5 16.4 18.5 5 13848 Q-NS0129284 418.5 16.4 18.5 5 13652 Q-NS0096897 1 21.7 21.7 21.7 5 13652 Q-NS00969312 21.7 21.7 21.7 5 13788 Q-NS0113766 1 27.1 27.1 28.6 5 13788Q-NS0128011 2 27.1 27.1 28.6 5 13788 Q-NS0128679 3 27.1 27.1 28.6 513788 Q-NS0102713 4 28.6 27.1 28.6 5 13788 Q-NS0102714 5 28.6 27.1 28.65 13714 Q-NS0096121 1 43 43 43 5 13615 Q-NS0098536 1 50.1 50.1 54.9 513615 Q-NS0098306 2 50.5 50.1 54.9 5 13615 Q-NS0094224 3 53.8 50.1 54.95 13615 Q-NS0135800 4 53.8 50.1 54.9 5 13615 Q-NS0094172 5 54.9 50.154.9 5 13615 Q-NS0099900 6 54.9 50.1 54.9 5 13615 Q-NS0103417 7 54.950.1 54.9 5 13615 Q-NS0115642 8 54.9 50.1 54.9 5 13615 Q-NS0123196 954.9 50.1 54.9 5 13615 Q-NS0124052 10 54.9 50.1 54.9 5 13598 Q-NS00941801 55.6 55.6 60.5 5 13598 Q-NS0100930 2 57.8 55.6 60.5 5 13598Q-NS0136594 3 59.6 55.6 60.5 5 13598 Q-NS0099350 4 59.8 55.6 60.5 513598 Q-NS0128324 5 59.8 55.6 60.5 5 13598 Q-NS0119989 6 60.5 55.6 60.55 13710 Q-NS0095012 1 61.2 61.2 64.1 5 13710 Q-NS0093594 2 64.1 61.264.1 5 13711 Q-NS0115460 1 67.5 67.5 71.8 5 13711 Q-NS0119496 2 67.967.5 71.8 5 13711 Q-NS0119590 3 67.9 67.5 71.8 5 13711 Q-NS0125448 468.3 67.5 71.8 5 13711 Q-NS0126706 5 68.3 67.5 71.8 5 13711 Q-NS00931906 71.8 67.5 71.8 5 13711 Q-NS0097813 7 71.8 67.5 71.8 5 13711Q-NS0103150 8 71.8 67.5 71.8 5 13584 Q-NS0099531 1 80.3 80.3 84 5 13584Q-NS0119675 2 82.5 80.3 84 5 13584 Q-NS0094114 3 84 80.3 84 5 13584Q-NS0121655 4 84 80.3 84 5 13777 Q-NS0118422 1 87.4 87.4 90.8 5 13777Q-NS0099417 2 87.7 87.4 90.8 5 13777 Q-NS0103945 3 87.7 87.4 90.8 513777 Q-NS0116582 4 87.7 87.4 90.8 5 13777 Q-NS0125754 5 87.7 87.4 90.85 13777 Q-NS0092676 6 88.1 87.4 90.8 5 13777 Q-NS0124537 7 88.7 87.490.8 5 13777 Q-NS0095211 8 90.8 87.4 90.8 5 13777 Q-NS0097307 9 90.887.4 90.8 5 13574 Q-NS0093250 1 95.7 95.7 98.9 5 13574 Q-NS0119710 296.5 95.7 98.9 5 13574 Q-NS0099454 3 97.6 95.7 98.9 5 13574 Q-NS01026304 97.6 95.7 98.9 5 13574 Q-NS0102913 5 98.9 95.7 98.9 5 13574Q-NS0102915 6 98.9 95.7 98.9 5 13579 Q-NS0102168 1 106.7 106.7 107.8 513579 Q-NS0123728 2 106.7 106.7 107.8 5 13579 Q-NS0129943 3 106.7 106.7107.8 5 13579 Q-NS0092723 4 107.4 106.7 107.8 5 13579 Q-NS0098177 5107.8 106.7 107.8 5 13579 Q-NS0101121 6 107.8 106.7 107.8 5 13579Q-NS0127343 7 107.8 106.7 107.8 6 13576 Q-NS0102060 1 0.2 0.2 1 6 13576Q-NS0100402 2 0.6 0.2 1 6 13576 Q-NS0115649 3 0.6 0.2 1 6 13576Q-NS0121429 4 0.6 0.2 1 6 13576 Q-NS0129808 5 1 0.2 1 6 13726Q-NS0119618 1 5.7 5.7 7.2 6 13726 Q-NS0094170 2 7.2 5.7 7.2 6 13679Q-NS0129030 1 25.1 25.1 27.2 6 13679 Q-NS0115157 2 26.8 25.1 27.2 613679 Q-NS0117895 3 26.8 25.1 27.2 6 13679 Q-NS0129008 4 26.8 25.1 27.26 13679 Q-NS0127084 5 27.2 25.1 27.2 6 13582 Q-NS0125775 1 30.3 30.332.9 6 13582 Q-NS0130788 2 30.3 30.3 32.9 6 13582 Q-NS0093984 3 32.930.3 32.9 6 13582 Q-NS0096925 4 32.9 30.3 32.9 6 13832 Q-NS0102865 136.6 36.6 36.6 6 13832 Q-NS0115923 2 36.6 36.6 36.6 6 13832 Q-NS01194103 36.6 36.6 36.6 6 13832 Q-NS0121338 4 36.6 36.6 36.6 6 13832Q-NS0121413 5 36.6 36.6 36.6 6 13832 Q-NS0125467 6 36.6 36.6 36.6 613780 Q-NS0125773 1 47.3 47.3 47.3 6 13593 Q-NS0136566 1 67.8 67.8 69.76 13593 Q-NS0118671 2 69.3 67.8 69.7 6 13593 Q-NS0130775 3 69.7 67.869.7 6 13778 Q-NS0114019 1 77.7 77.7 80.2 6 13778 Q-NS0126986 2 79.877.7 80.2 6 13778 Q-NS0123339 3 80.2 77.7 80.2 6 13696 Q-NS0129403 190.6 90.6 90.6 6 13815 Q-NS0128383 1 95.7 95.7 96.5 6 13815 Q-NS01221222 96.5 95.7 96.5 6 13815 Q-NS0126047 3 96.5 95.7 96.5 6 13815Q-NS0126800 4 96.5 95.7 96.5 6 13665 Q-NS0098575 1 107.4 107.4 111.6 613665 Q-NS0125835 2 107.4 107.4 111.6 6 13665 Q-NS0115145 3 110.8 107.4111.6 6 13665 Q-NS0100501 4 111.6 107.4 111.6 6 13665 Q-NS0102058 5111.6 107.4 111.6 6 13665 Q-NS0102300 6 111.6 107.4 111.6 6 13665Q-NS0102838 7 111.6 107.4 111.6 6 13665 Q-NS0113988 8 111.6 107.4 111.66 13665 Q-NS0114720 9 111.6 107.4 111.6 6 13665 Q-NS0116250 10 111.6107.4 111.6 6 13820 Q-NS0098582 1 115.5 115.5 115.5 7 13685 Q-NS01031531 0 0 2 7 13685 Q-NS0118498 2 0 0 2 7 13685 Q-NS0127563 3 0 0 2 7 13685Q-NS0135911 4 0 0 2 7 13685 Q-NS0121512 5 2 0 2 7 13685 Q-NS0131156 6 20 2 7 13700 Q-NS0129617 1 5.7 5.7 10.3 7 13700 Q-NS0103494 2 9.4 5.710.3 7 13700 Q-NS0103496 3 9.4 5.7 10.3 7 13700 Q-NS0125563 4 10.3 5.710.3 7 13586 Q-NS0118654 1 14.4 14.4 16.4 7 13586 Q-NS0104106 2 14.814.4 16.4 7 13586 Q-NS0119615 3 14.8 14.4 16.4 7 13586 Q-NS0126820 414.8 14.4 16.4 7 13586 Q-NS0138064 5 15.9 14.4 16.4 7 13586 Q-NS01007216 16.4 14.4 16.4 7 13586 Q-NS0125981 7 16.4 14.4 16.4 7 13656Q-NS0119113 1 23.8 23.8 27.6 7 13656 Q-NS0137732 2 27.6 23.8 27.6 713745 Q-NS0092931 1 40.3 40.3 43.6 7 13745 Q-NS0121692 2 41.4 40.3 43.67 13745 Q-NS0130304 3 43.4 40.3 43.6 7 13745 Q-NS0093980 4 43.6 40.343.6 7 13729 Q-NS0127022 1 55.1 55.1 58.8 7 13729 Q-NS0128455 2 55.155.1 58.8 7 13729 Q-NS0094867 3 56.9 55.1 58.8 7 13729 Q-NS0114918 456.9 55.1 58.8 7 13729 Q-NS0115235 5 56.9 55.1 58.8 7 13729 Q-NS01160596 56.9 55.1 58.8 7 13729 Q-NS0100518 7 58.4 55.1 58.8 7 13729Q-NS0118021 8 58.4 55.1 58.8 7 13729 Q-NS0094165 9 58.8 55.1 58.8 713729 Q-NS0101015 10 58.8 55.1 58.8 7 13753 Q-NS0092749 1 60.4 60.4 62.27 13753 Q-NS0102633 2 60.8 60.4 62.2 7 13753 Q-NS0096535 3 62.2 60.462.2 7 13596 Q-NS0119248 1 71.2 71.2 71.2 7 13596 Q-NS0120307 2 71.271.2 71.2 7 13607 Q-NS0124199 1 78.3 78.3 80.6 7 13607 Q-NS0093201 279.9 78.3 80.6 7 13607 Q-NS0137459 3 80.6 78.3 80.6 7 13730 Q-NS01015451 84.9 84.9 88.5 7 13730 Q-NS0119241 2 84.9 84.9 88.5 7 13730Q-NS0093125 3 87.8 84.9 88.5 7 13730 Q-NS0097856 4 88.5 84.9 88.5 713590 Q-NS0121458 1 90.4 90.4 95.1 7 13590 Q-NS0101422 2 92.1 90.4 95.17 13590 Q-NS0102042 3 93.3 90.4 95.1 7 13590 Q-NS0096207 4 95.1 90.495.1 7 13590 Q-NS0097326 5 95.1 90.4 95.1 7 13590 Q-NS0099217 6 95.190.4 95.1 7 13774 Q-NS0097320 1 95.5 95.5 98 7 13774 Q-NS0093998 2 9895.5 98 7 13774 Q-NS0099778 3 98 95.5 98 7 13774 Q-NS0119657 4 98 95.598 7 13774 Q-NS0122140 5 98 95.5 98 7 13799 Q-NS0102358 1 101.3 101.3104.9 7 13799 Q-NS0116413 2 101.3 101.3 104.9 7 13799 Q-NS0119886 3101.3 101.3 104.9 7 13799 Q-NS0121993 4 101.3 101.3 104.9 7 13799Q-NS0130102 5 101.3 101.3 104.9 7 13799 Q-NS0122580 6 102.5 101.3 104.97 13799 Q-NS0124022 7 103.7 101.3 104.9 7 13799 Q-NS0124976 8 104.1101.3 104.9 7 13799 Q-NS0125451 9 104.1 101.3 104.9 7 13799 Q-NS011655510 104.9 101.3 104.9 7 13763 Q-NS0129726 1 105.7 105.7 108.9 7 13763Q-NS0116550 2 106.9 105.7 108.9 7 13763 Q-NS0118234 3 106.9 105.7 108.97 13763 Q-NS0101563 4 108.9 105.7 108.9 7 13763 Q-NS0129188 5 108.9105.7 108.9 8 13591 Q-NS0098300 1 12.4 12.4 15.2 8 13591 Q-NS0127931 212.4 12.4 15.2 8 13591 Q-NS0128616 3 12.4 12.4 15.2 8 13591 Q-NS01177254 13.6 12.4 15.2 8 13591 Q-NS0118420 5 13.6 12.4 15.2 8 13591Q-NS0122753 6 13.6 12.4 15.2 8 13591 Q-NS0125948 7 13.6 12.4 15.2 813591 Q-NS0127510 8 13.6 12.4 15.2 8 13591 Q-NS0122067 9 14.8 12.4 15.28 13591 Q-NS0118665 10 15.2 12.4 15.2 8 13571 Q-NS0127348 1 15.6 15.615.6 8 13845 Q-NS0095317 1 22 22 22 8 13856 Q-NS0126526 1 30.3 30.3 30.38 13621 Q-NS0103262 1 38.2 38.2 42.7 8 13621 Q-NS0102805 2 42.7 38.242.7 8 13713 Q-NS0097658 1 47.4 47.4 50.7 8 13713 Q-NS0098274 2 50.347.4 50.7 8 13713 Q-NS0122141 3 50.3 47.4 50.7 8 13713 Q-NS0138091 450.7 47.4 50.7 8 13611 Q-NS0092580 1 54.5 54.5 58.9 8 13611 Q-NS00961862 58.9 54.5 58.9 8 13634 Q-NS0103570 1 66.5 66.5 71.5 8 13634Q-NS0125446 2 66.9 66.5 71.5 8 13634 Q-NS0118503 3 69.2 66.5 71.5 813634 Q-NS0130503 4 69.2 66.5 71.5 8 13634 Q-NS0094846 5 71.5 66.5 71.58 13843 Q-NS0100709 1 71.9 71.9 73.8 8 13843 Q-NS0102926 2 71.9 71.973.8 8 13843 Q-NS0114715 3 71.9 71.9 73.8 8 13843 Q-NS0118680 4 71.971.9 73.8 8 13843 Q-NS0124014 5 71.9 71.9 73.8 8 13843 Q-NS0126939 671.9 71.9 73.8 8 13843 Q-NS0121360 7 73.8 71.9 73.8 8 13744 Q-NS01189091 78 78 80.1 8 13744 Q-NS0126697 2 80.1 78 80.1 8 13732 Q-NS0123385 1 8989 91.5 8 13732 Q-NS0124275 2 91.5 89 91.5 8 13821 Q-NS0115372 1 97.797.7 102.1 8 13821 Q-NS0118272 2 97.7 97.7 102.1 8 13821 Q-NS0125762 397.7 97.7 102.1 8 13821 Q-NS0131146 4 102.1 97.7 102.1 8 13705Q-NS0119058 1 104.1 104.1 107.3 8 13705 Q-NS0119069 2 107.3 104.1 107.38 13635 Q-NS0097123 1 112.8 112.8 116.7 8 13635 Q-NS0098200 2 112.8112.8 116.7 8 13635 Q-NS0125799 3 115.9 112.8 116.7 8 13635 Q-NS01197174 116.7 112.8 116.7 8 13602 Q-NS0092799 1 127.2 127.2 127.2 8 13734Q-NS0118682 1 139.1 139.1 144 8 13734 Q-NS0122106 2 140.3 139.1 144 813734 Q-NS0099487 3 141.1 139.1 144 8 13734 Q-NS0128284 4 141.1 139.1144 8 13734 Q-NS0135210 5 144 139.1 144 9 13773 Q-NS0094289 1 2.2 2.22.9 9 13773 Q-NS0096286 2 2.2 2.2 2.9 9 13773 Q-NS0097663 3 2.9 2.2 2.99 13797 Q-NS0092853 1 13.5 13.5 13.5 9 13577 Q-NS0093625 1 25.4 25.4 279 13577 Q-NS0119357 2 27 25.4 27 9 13728 Q-NS0118923 1 31.7 31.7 33.7 913728 Q-NS0096018 2 33.7 31.7 33.7 9 13641 Q-NS0102076 1 45.3 45.3 45.39 13653 Q-NS0099037 1 52.7 52.7 54.8 9 13653 Q-NS0125846 2 54.8 52.754.8 9 13772 Q-NS0118297 1 63.1 63.1 63.5 9 13772 Q-NS0115731 2 63.563.1 63.5 9 13772 Q-NS0119916 3 63.5 63.1 63.5 9 13772 Q-NS0126153 463.5 63.1 63.5 9 13698 Q-NS0114310 1 69 69 71.4 9 13698 Q-NS0119715 2 6969 71.4 9 13698 Q-NS0130220 3 69 69 71.4 9 13698 Q-NS0103038 4 70.3 6971.4 9 13698 Q-NS0103043 5 70.3 69 71.4 9 13698 Q-NS0103137 6 70.3 6971.4 9 13698 Q-NS0102480 7 70.7 69 71.4 9 13698 Q-NS0118662 8 70.7 6971.4 9 13698 Q-NS0121771 9 70.7 69 71.4 9 13698 Q-NS0099654 10 71.4 6971.4 9 13592 Q-NS0092560 1 72.8 72.8 77.2 9 13592 Q-NS0100727 2 73.972.8 77.2 9 13592 Q-NS0100733 3 73.9 72.8 77.2 9 13592 Q-NS0119594 473.9 72.8 77.2 9 13592 Q-NS0120227 5 73.9 72.8 77.2 9 13592 Q-NS01030006 77.2 72.8 77.2 9 13592 Q-NS0104136 7 77.2 72.8 77.2 9 13592Q-NS0123823 8 77.2 72.8 77.2 9 13822 Q-NS0118897 1 80.6 80.6 83.2 913822 Q-NS0122349 2 80.6 80.6 83.2 9 13822 Q-NS0130920 3 80.6 80.6 83.29 13822 Q-NS0124601 4 83.2 80.6 83.2 9 13764 Q-NS0103749 1 88.3 88.391.3 9 13764 Q-NS0096829 2 89 88.3 91.3 9 13764 Q-NS0099746 3 89 88.391.3 9 13764 Q-NS0123747 4 89 88.3 91.3 9 13764 Q-NS0125408 5 89 88.391.3 9 13764 Q-NS0126598 6 89 88.3 91.3 9 13764 Q-NS0128378 7 89 88.391.3 9 13764 Q-NS0098902 8 89.7 88.3 91.3 9 13764 Q-NS0099529 9 89.788.3 91.3 9 13764 Q-NS0097798 10 91.3 88.3 91.3 9 13817 Q-NS0137477 193.7 93.7 93.9 9 13817 Q-NS0095322 2 93.9 93.7 93.9 9 13817 Q-NS01361013 93.9 93.7 93.9 9 13783 Q-NS0093385 1 98.8 98.8 103.7 9 13783Q-NS0093976 2 98.8 98.8 103.7 9 13783 Q-NS0098982 3 98.8 98.8 103.7 913783 Q-NS0135390 4 98.8 98.8 103.7 9 13783 Q-NS0128617 5 103.7 98.8103.7 9 13731 Q-NS0095345 1 106.4 106.4 106.4 9 13800 Q-NS0125281 1114.3 114.3 115.9 9 13800 Q-NS0118716 2 115.9 114.3 115.9 9 13637Q-NS0128026 1 121.9 121.9 122.6 9 13637 Q-NS0136087 2 122.6 121.9 122.69 13771 Q-NS0134935 1 128.1 128.1 131.5 9 13771 Q-NS0095549 2 128.5128.1 131.5 9 13771 Q-NS0098169 3 128.5 128.1 131.5 9 13771 Q-NS01162814 128.7 128.1 131.5 9 13771 Q-NS0123870 5 128.7 128.1 131.5 9 13771Q-NS0094475 6 129.2 128.1 131.5 9 13771 Q-NS0127833 7 131.5 128.1 131.510 13723 Q-NS0113936 1 3.6 3.6 5.8 10 13723 Q-NS0114153 2 3.6 3.6 5.8 1013723 Q-NS0119880 3 3.6 3.6 5.8 10 13723 Q-NS0120346 4 3.6 3.6 5.8 1013723 Q-NS0102833 5 4 3.6 5.8 10 13723 Q-NS0122064 6 4 3.6 5.8 10 13723Q-NS0127907 7 4 3.6 5.8 10 13723 Q-NS0120032 8 4.4 3.6 5.8 10 13723Q-NS0129380 9 4.4 3.6 5.8 10 13723 Q-NS0094318 10 5.8 3.6 5.8 10 13619Q-NS0103508 1 10.6 10.6 14 10 13619 Q-NS0115254 2 10.6 10.6 14 10 13619Q-NS0103020 3 12.6 10.6 14 10 13619 Q-NS0101266 4 13.3 10.6 14 10 13619Q-NS0125414 5 13.3 10.6 14 10 13619 Q-NS0101200 6 14 10.6 14 10 13619Q-NS0103639 7 14 10.6 14 10 13619 Q-NS0125552 8 14 10.6 14 10 13619Q-NS0128596 9 14 10.6 14 10 13785 Q-NS0103500 1 20 20 23 10 13785Q-NS0092681 2 23 20 23 10 13785 Q-NS0103490 3 23 20 23 10 13622Q-NS0122178 1 30.6 30.6 32.6 10 13622 Q-NS0124951 2 30.6 30.6 32.6 1013622 Q-NS0137560 3 32.6 30.6 32.6 10 13677 Q-NS0122466 1 39.3 39.3 39.310 13609 Q-NS0100002 1 47.5 47.5 47.5 10 13609 Q-NS0120004 2 47.5 47.547.5 10 13857 Q-NS0099994 1 55.9 55.9 59.5 10 13857 Q-NS0093271 2 58.755.9 59.5 10 13857 Q-NS0095620 3 59.5 55.9 59.5 10 13671 Q-NS0097162 172.5 72.5 74.3 10 13671 Q-NS0097165 2 72.5 72.5 74.3 10 13671Q-NS0124883 3 72.5 72.5 74.3 10 13671 Q-NS0100243 4 74.3 72.5 74.3 1013580 Q-NS0093353 1 98.9 98.9 99.3 10 13580 Q-NS0100433 2 99.3 98.9 99.310 13580 Q-NS0120122 3 99.3 98.9 99.3 10 13746 Q-NS0124477 1 110.4 110.4110.4 10 13746 Q-NS0130660 2 110.4 110.4 110.4 11 13738 Q-NS0102362 1 3333 38 11 13738 Q-NS0102871 2 33 33 38 11 13738 Q-NS0101258 3 33.4 33 3811 13738 Q-NS0102684 4 33.4 33 38 11 13738 Q-NS0119532 5 33.4 33 38 1113738 Q-NS0117716 6 38 33 38 11 13583 Q-NS0100652 1 38.4 38.4 42.2 1113583 Q-NS0103073 2 38.4 38.4 42.2 11 13583 Q-NS0119574 3 38.4 38.4 42.211 13583 Q-NS0127728 4 38.4 38.4 42.2 11 13583 Q-NS0129721 5 38.4 38.442.2 11 13583 Q-NS0093520 6 39.1 38.4 42.2 11 13583 Q-NS0124702 7 42.238.4 42.2 11 13604 Q-NS0099639 1 43.5 43.5 47.1 11 13604 Q-NS0093290 245.3 43.5 47.1 11 13604 Q-NS0102656 3 47.1 43.5 47.1 11 13750Q-NS0119842 1 49.8 49.8 53.9 11 13750 Q-NS0124584 2 49.8 49.8 53.9 1113750 Q-NS0095258 3 53.9 49.8 53.9 11 13706 Q-NS0120298 1 55.9 55.9 58.711 13706 Q-NS0103255 2 56.4 55.9 58.7 11 13706 Q-NS0119106 3 56.4 55.958.7 11 13706 Q-NS0119663 4 56.4 55.9 58.7 11 13706 Q-NS0124762 5 56.455.9 58.7 11 13706 Q-NS0125528 6 56.4 55.9 58.7 11 13706 Q-NS0101020 758.7 55.9 58.7 11 13706 Q-NS0101779 8 58.7 55.9 58.7 11 13706Q-NS0115345 9 58.7 55.9 58.7 11 13706 Q-NS0115490 10 58.7 55.9 58.7 1113691 Q-NS0098838 1 60 60 62.5 11 13691 Q-NS0122116 2 62.5 60 62.5 1113691 Q-NS0127464 3 62.5 60 62.5 11 13826 Q-NS0097342 1 67.6 67.6 67.611 13651 Q-NS0095603 1 75.9 75.9 78.1 11 13651 Q-NS0100443 2 75.9 75.978.1 11 13651 Q-NS0125951 3 75.9 75.9 78.1 11 13651 Q-NS0129473 4 78.175.9 78.1 11 13651 Q-NS0130101 5 78.1 75.9 78.1 11 13686 Q-NS0101264 192.7 92.7 95.4 11 13686 Q-NS0097285 2 93.1 92.7 95.4 11 13686Q-NS0102282 3 93.1 92.7 95.4 11 13686 Q-NS0114731 4 95.4 92.7 95.4 1113630 Q-NS0120342 1 98.7 98.7 98.7 11 13627 Q-NS0127549 1 111.1 111.1111.1 12 13801 Q-NS0118525 1 0 0 1.4 12 13801 Q-NS0094896 2 1.4 0 1.4 1213709 Q-NS0102036 1 7.9 7.9 8.3 12 13709 Q-NS0126300 2 7.9 7.9 8.3 1213709 Q-NS0092748 3 8.3 7.9 8.3 12 13709 Q-NS0096662 4 8.3 7.9 8.3 1213709 Q-NS0102486 5 8.3 7.9 8.3 12 13709 Q-NS0113966 6 8.3 7.9 8.3 1213709 Q-NS0115910 7 8.3 7.9 8.3 12 13709 Q-NS0119246 8 8.3 7.9 8.3 1213709 Q-NS0119576 9 8.3 7.9 8.3 12 13709 Q-NS0125455 10 8.3 7.9 8.3 1213647 Q-NS0096983 1 8.7 8.7 12.2 12 13647 Q-NS0118149 2 11.4 8.7 12.2 1213647 Q-NS0127482 3 12.2 8.7 12.2 12 13851 Q-NS0096191 1 18.8 18.8 21.812 13851 Q-NS0096518 2 21.8 18.8 21.8 12 13851 Q-NS0115081 3 21.8 18.821.8 12 13781 Q-NS0126302 1 24.8 24.8 28.6 12 13781 Q-NS0104050 2 25.224.8 28.6 12 13781 Q-NS0118536 3 28.6 24.8 28.6 12 13668 Q-NS0124644 130.2 30.2 30.2 12 13573 Q-NS0095592 1 44.4 44.4 48.8 12 13573Q-NS0102848 2 47 44.4 48.8 12 13573 Q-NS0122160 3 48.8 44.4 48.8 1213720 Q-NS0126422 1 50.9 50.9 55.7 12 13720 Q-NS0119895 2 53.3 50.9 55.712 13720 Q-NS0116502 3 53.7 50.9 55.7 12 13720 Q-NS0096504 4 54.2 50.955.7 12 13720 Q-NS0093247 5 55.3 50.9 55.7 12 13720 Q-NS0119245 6 55.750.9 55.7 12 13575 Q-NS0135192 1 63.7 63.7 65.4 12 13575 Q-NS0124278 265 63.7 65.4 12 13575 Q-NS0125101 3 65.4 63.7 65.4 12 13625 Q-NS00962731 80.1 80.1 80.1 12 13625 Q-NS0115806 2 80.1 80.1 80.1 12 13625Q-NS0125805 3 80.1 80.1 80.1 12 13816 Q-NS0102910 1 86 86 89.1 12 13816Q-NS0103457 2 86 86 89.1 12 13816 Q-NS0114554 3 86 86 89.1 12 13816Q-NS0104178 4 89.1 86 89.1 12 13816 Q-NS0124144 5 89.1 86 89.1 12 13816Q-NS0126713 6 89.1 86 89.1 12 13816 Q-NS0127437 7 89.1 86 89.1 12 13816Q-NS0129406 8 89.1 86 89.1 12 13636 Q-NS0121640 1 91.9 91.9 93.1 1213636 Q-NS0125159 2 91.9 91.9 93.1 12 13636 Q-NS0129803 3 91.9 91.9 93.112 13636 Q-NS0100477 4 92.3 91.9 93.1 12 13636 Q-NS0118058 5 92.3 91.993.1 12 13636 Q-NS0115491 6 92.7 91.9 93.1 12 13636 Q-NS0115737 7 93.191.9 93.1 12 13636 Q-NS0122471 8 93.1 91.9 93.1 12 13708 Q-NS0101012 199.6 99.6 104.1 12 13708 Q-NS0116075 2 99.6 99.6 104.1 12 13708Q-NS0128274 3 99.6 99.6 104.1 12 13708 Q-NS0103451 4 104.1 99.6 104.1 1213708 Q-NS0118034 5 104.1 99.6 104.1 12 13708 Q-NS0128459 6 104.1 99.6104.1 12 13657 Q-NS0101552 1 120.9 120.9 120.9 12 13678 Q-NS0102573 1127.7 127.7 128.4 12 13678 Q-NS0103760 2 127.7 127.7 128.4 12 13678Q-NS0103506 3 128.4 127.7 128.4 12 13803 Q-NS0101550 1 135.9 135.9 135.913 13672 Q-NS0118927 1 1.1 1.1 4.5 13 13672 Q-NS0104048 2 1.5 1.1 4.5 1313672 Q-NS0115455 3 1.5 1.1 4.5 13 13672 Q-NS0121436 4 1.5 1.1 4.5 1313672 Q-NS0128623 5 1.5 1.1 4.5 13 13672 Q-NS0129014 6 1.5 1.1 4.5 1313672 Q-NS0130036 7 4.5 1.1 4.5 13 13806 Q-NS0099503 1 8.1 8.1 12.2 1313806 Q-NS0129821 2 8.1 8.1 12.2 13 13806 Q-NS0092979 3 12.2 8.1 12.2 1313735 Q-NS0127932 1 21.4 21.4 24.5 13 13735 Q-NS0092810 2 23.6 21.4 24.513 13735 Q-NS0103030 3 24 21.4 24.5 13 13735 Q-NS0103033 4 24 21.4 24.513 13735 Q-NS0094174 5 24.5 21.4 24.5 13 13614 Q-NS0119974 1 26.5 26.530.8 13 13614 Q-NS0124313 2 26.5 26.5 30.8 13 13614 Q-NS0095551 3 30.826.5 30.8 13 13614 Q-NS0135554 4 30.8 26.5 30.8 13 13633 Q-NS0127031 131.6 31.6 36.6 13 13633 Q-NS0099781 2 33.6 31.6 36.6 13 13633Q-NS0119495 3 36.6 31.6 36.6 13 13829 Q-NS0093552 1 40.3 40.3 41.9 1313829 Q-NS0103479 2 41.5 40.3 41.9 13 13829 Q-NS0103075 3 41.9 40.3 41.913 13684 Q-NS0124935 1 45.7 45.7 49.6 13 13684 Q-NS0093837 2 48.1 45.749.6 13 13684 Q-NS0119927 3 49.1 45.7 49.6 13 13684 Q-NS0097173 4 49.645.7 49.6 13 13793 Q-NS0116174 1 51.4 51.4 53.3 13 13793 Q-NS0119285 251.4 51.4 53.3 13 13793 Q-NS0122022 3 51.4 51.4 53.3 13 13793Q-NS0129930 4 51.4 51.4 53.3 13 13793 Q-NS0097434 5 51.8 51.4 53.3 1313793 Q-NS0098681 6 52.6 51.4 53.3 13 13793 Q-NS0098848 7 52.6 51.4 53.313 13793 Q-NS0093819 8 53.3 51.4 53.3 13 13600 Q-NS0101743 1 59.2 59.259.6 13 13600 Q-NS0118028 2 59.2 59.2 59.6 13 13600 Q-NS0119602 3 59.259.2 59.6 13 13600 Q-NS0123186 4 59.6 59.2 59.6 13 13760 Q-NS0119484 165 65 67.4 13 13760 Q-NS0100545 2 66.2 65 67.4 13 13760 Q-NS0118889 366.2 65 67.4 13 13760 Q-NS0104052 4 67.4 65 67.4 13 13760 Q-NS0104054 567.4 65 67.4 13 13760 Q-NS0113986 6 67.4 65 67.4 13 13760 Q-NS0115630 767.4 65 67.4 13 13760 Q-NS0121909 8 67.4 65 67.4 13 13760 Q-NS0125744 967.4 65 67.4 13 13760 Q-NS0128732 10 67.4 65 67.4 13 13721 Q-NS0101382 171.4 71.4 75.5 13 13721 Q-NS0125229 2 71.4 71.4 75.5 13 13721Q-NS0123719 3 72.2 71.4 75.5 13 13721 Q-NS0100551 4 75.5 71.4 75.5 1313649 Q-NS0097084 1 79 79 79 13 13794 Q-NS0121334 1 85.1 85.1 90.1 1313794 Q-NS0126308 2 85.1 85.1 90.1 13 13794 Q-NS0114875 3 88.6 85.1 90.113 13794 Q-NS0120375 4 88.6 85.1 90.1 13 13794 Q-NS0126996 5 88.6 85.190.1 13 13794 Q-NS0125887 6 88.7 85.1 90.1 13 13794 Q-NS0093157 7 89.685.1 90.1 13 13794 Q-NS0100436 8 89.6 85.1 90.1 13 13794 Q-NS0126793 989.6 85.1 90.1 13 13794 Q-NS0120123 10 90.1 85.1 90.1 13 13810Q-NS0101783 1 90.3 90.3 92.6 13 13810 Q-NS0119535 2 90.3 90.3 92.6 1313810 Q-NS0124571 3 90.3 90.3 92.6 13 13810 Q-NS0135251 4 92.6 90.3 92.613 13599 Q-NS0119254 1 102.1 102.1 106 13 13599 Q-NS0137093 2 106 102.1106 13 13650 Q-NS0100069 1 114.2 114.2 114.6 13 13650 Q-NS0115394 2114.2 114.2 114.6 13 13650 Q-NS0115503 3 114.2 114.2 114.6 13 13650Q-NS0100947 4 114.6 114.2 114.6 13 13638 Q-NS0119669 1 119.3 119.3 119.313 13581 Q-NS0130052 1 127.3 127.3 127.7 13 13581 Q-NS0099186 2 127.7127.3 127.7 13 13581 Q-NS0099329 3 127.7 127.3 127.7 13 13581Q-NS0102272 4 127.7 127.3 127.7 13 13581 Q-NS0103825 5 127.7 127.3 127.713 13595 Q-NS0096970 1 133.2 133.2 134.1 13 13595 Q-NS0100088 2 134.1133.2 134.1 14 13692 Q-NS0101742 1 2.4 2.4 4 14 13692 Q-NS0129138 2 2.42.4 4 14 13692 Q-NS0093116 3 4 2.4 4 14 13692 Q-NS0129925 4 4 2.4 4 1413648 Q-NS0103486 1 19.8 19.8 19.8 14 13743 Q-NS0119002 1 30.1 30.1 30.214 13743 Q-NS0128406 2 30.1 30.1 30.2 14 13743 Q-NS0101863 3 30.2 30.130.2 14 13743 Q-NS0113878 4 30.2 30.1 30.2 14 13743 Q-NS0115066 5 30.230.1 30.2 14 13743 Q-NS0118060 6 30.2 30.1 30.2 14 13743 Q-NS0120015 730.2 30.1 30.2 14 13743 Q-NS0123168 8 30.2 30.1 30.2 14 13743Q-NS0125714 9 30.2 30.1 30.2 14 13743 Q-NS0130283 10 30.2 30.1 30.2 1413566 Q-NS0119165 1 31 31 33.5 14 13566 Q-NS0099024 2 32.4 31 33.5 1413566 Q-NS0103446 3 32.4 31 33.5 14 13566 Q-NS0123724 4 32.4 31 33.5 1413566 Q-NS0136439 5 32.4 31 33.5 14 13566 Q-NS0101901 6 33.5 31 33.5 1413566 Q-NS0115556 7 33.5 31 33.5 14 13566 Q-NS0115795 8 33.5 31 33.5 1413566 Q-NS0116115 9 33.5 31 33.5 14 13566 Q-NS0122146 10 33.5 31 33.5 1413631 Q-NS0103932 1 54.1 54.1 57.8 14 13631 Q-NS0125270 2 55.3 54.1 57.814 13631 Q-NS0092556 3 57.8 54.1 57.8 14 13631 Q-NS0116551 4 57.8 54.157.8 14 13839 Q-NS0096193 1 61.5 61.5 63.1 14 13839 Q-NS0103482 2 62.361.5 63.1 14 13839 Q-NS0124990 3 62.3 61.5 63.1 14 13839 Q-NS0103213 462.7 61.5 63.1 14 13839 Q-NS0123569 5 63.1 61.5 63.1 14 13775Q-NS0096079 1 68.5 68.5 68.5 14 13792 Q-NS0137954 1 82.5 82.5 87 1413792 Q-NS0126475 2 82.9 82.5 87 14 13792 Q-NS0093197 3 86.6 82.5 87 1413792 Q-NS0096225 4 86.6 82.5 87 14 13792 Q-NS0098853 5 86.6 82.5 87 1413792 Q-NS0136699 6 86.6 82.5 87 14 13792 Q-NS0094891 7 87 82.5 87 1413814 Q-NS0092561 1 90.3 90.3 90.3 14 13695 Q-NS0113929 1 103 103 103 1413695 Q-NS0115535 2 103 103 103 14 13695 Q-NS0121511 3 103 103 103 1413827 Q-NS0097006 1 110.6 110.6 112.9 14 13827 Q-NS0136544 2 112.9 110.6112.9 14 13791 Q-NS0103853 1 116.6 116.6 121 14 13791 Q-NS0131014 2116.6 116.6 121 14 13791 Q-NS0124319 3 118.2 116.6 121 14 13791Q-NS0123708 4 121 116.6 121 14 13612 Q-NS0114317 1 124.3 124.3 124.3 1513694 Q-NS0100932 1 0.7 0.7 0.7 15 13694 Q-NS0100968 2 0.7 0.7 0.7 1513694 Q-NS0101546 3 0.7 0.7 0.7 15 13694 Q-NS0127102 4 0.7 0.7 0.7 1513694 Q-NS0129174 5 0.7 0.7 0.7 15 13670 Q-NS0114321 1 17.7 17.7 20.5 1513670 Q-NS0129515 2 17.7 17.7 20.5 15 13670 Q-NS0120337 3 20.1 17.7 20.515 13670 Q-NS0103503 4 20.5 17.7 20.5 15 13670 Q-NS0103505 5 20.5 17.720.5 15 13670 Q-NS0130033 6 20.5 17.7 20.5 15 13675 Q-NS0098051 1 23.423.4 23.8 15 13675 Q-NS0118672 2 23.8 23.4 23.8 15 13847 Q-NS0129598 128.9 28.9 30.8 15 13847 Q-NS0093272 2 30.8 28.9 30.8 15 13704Q-NS0095530 1 36.3 36.3 36.7 15 13704 Q-NS0129004 2 36.7 36.3 36.7 1513802 Q-NS0114039 1 45 45 49.4 15 13802 Q-NS0095959 2 47.9 45 49.4 1513802 Q-NS0098993 3 48.7 45 49.4 15 13802 Q-NS0116137 4 48.7 45 49.4 1513802 Q-NS0125102 5 48.7 45 49.4 15 13802 Q-NS0136761 6 48.7 45 49.4 1513802 Q-NS0114689 7 49.1 45 49.4 15 13802 Q-NS0137544 8 49.4 45 49.4 1513852 Q-NS0092743 1 53.1 53.1 55.9 15 13852 Q-NS0098176 2 53.8 53.1 55.915 13852 Q-NS0128125 3 53.8 53.1 55.9 15 13852 Q-NS0096612 4 55.5 53.155.9 15 13852 Q-NS0129790 5 55.5 53.1 55.9 15 13852 Q-NS0135595 6 55.953.1 55.9 15 13852 Q-NS0137415 7 55.9 53.1 55.9 15 13779 Q-NS0100078 160.3 60.3 62.7 15 13779 Q-NS0130730 2 60.3 60.3 62.7 15 13779Q-NS0101482 3 61.6 60.3 62.7 15 13779 Q-NS0103971 4 62.7 60.3 62.7 1513608 Q-NS0124956 1 69.7 69.7 69.7 15 13844 Q-NS0137136 1 75.2 75.2 75.215 13681 Q-NS0095234 1 80.7 80.7 80.7 15 13858 Q-NS0099762 1 91.7 91.796.4 15 13858 Q-NS0118867 2 91.7 91.7 96.4 15 13858 Q-NS0122348 3 95.691.7 96.4 15 13858 Q-NS0125459 4 96.4 91.7 96.4 15 13808 Q-NS0098451 196.8 96.8 100.4 15 13808 Q-NS0103775 2 98.3 96.8 100.4 15 13808Q-NS0120097 3 98.4 96.8 100.4 15 13808 Q-NS0121400 4 98.4 96.8 100.4 1513808 Q-NS0122765 5 98.4 96.8 100.4 15 13808 Q-NS0126718 6 98.4 96.8100.4 15 13808 Q-NS0129938 7 98.4 96.8 100.4 15 13808 Q-NS0092721 8 98.996.8 100.4 15 13808 Q-NS0119398 9 100.4 96.8 100.4 15 13808 Q-NS012498610 100.4 96.8 100.4 15 13759 Q-NS0136946 1 104.6 104.6 109.5 15 13759Q-NS0095623 2 106 104.6 109.5 15 13759 Q-NS0116018 3 109.5 104.6 109.515 13854 Q-NS0136706 1 112.2 112.2 115.8 15 13854 Q-NS0123722 2 115112.2 115.8 15 13854 Q-NS0123945 3 115 112.2 115.8 15 13854 Q-NS01257454 115 112.2 115.8 15 13854 Q-NS0118445 5 115.8 112.2 115.8 15 13568Q-NS0137568 1 122.7 122.7 122.7 16 13749 Q-NS0093510 1 3 3 5.3 16 13749Q-NS0114259 2 3.3 3 5.3 16 13749 Q-NS0103498 3 3.7 3 5.3 16 13749Q-NS0114021 4 3.7 3 5.3 16 13749 Q-NS0124013 5 3.7 3 5.3 16 13749Q-NS0126790 6 5.3 3 5.3 16 13618 Q-NS0118859 1 15.1 15.1 18.3 16 13618Q-NS0119102 2 15.5 15.1 18.3 16 13618 Q-NS0120377 3 15.5 15.1 18.3 1613618 Q-NS0096500 4 17.6 15.1 18.3 16 13618 Q-NS0103114 5 17.6 15.1 18.316 13618 Q-NS0119813 6 17.6 15.1 18.3 16 13618 Q-NS0095810 7 18.3 15.118.3 16 13618 Q-NS0114582 8 18.3 15.1 18.3 16 13645 Q-NS0093934 1 22.322.3 25.6 16 13645 Q-NS0095368 2 22.3 22.3 25.6 16 13645 Q-NS0101368 322.3 22.3 25.6 16 13645 Q-NS0115192 4 22.3 22.3 25.6 16 13645Q-NS0115515 5 22.3 22.3 25.6 16 13645 Q-NS0113745 6 22.7 22.3 25.6 1613645 Q-NS0124203 7 23.5 22.3 25.6 16 13645 Q-NS0120012 8 25.6 22.3 25.616 13703 Q-NS0136618 1 33.8 33.8 38.4 16 13703 Q-NS0136363 2 38.4 33.838.4 16 13674 Q-NS0118063 1 40.1 40.1 40.9 16 13674 Q-NS0097029 2 40.740.1 40.9 16 13674 Q-NS0121903 3 40.9 40.1 40.9 16 13813 Q-NS0135069 145.4 45.4 45.4 16 13697 Q-NS0135056 1 50.9 50.9 54 16 13697 Q-NS00981722 54 50.9 54 16 13860 Q-NS0123031 1 58 58 58 16 13588 Q-NS0101018 1 66.766.7 67.1 16 13588 Q-NS0103722 2 66.7 66.7 67.1 16 13588 Q-NS0128699 367.1 66.7 67.1 16 13588 Q-NS0137274 4 67.1 66.7 67.1 16 13819Q-NS0119586 1 81.4 81.4 82.8 16 13819 Q-NS0092616 2 82.8 81.4 82.8 1613736 Q-NS0102238 1 87.3 87.3 87.3 16 13736 Q-NS0113752 2 87.3 87.3 87.316 13736 Q-NS0114439 3 87.3 87.3 87.3 16 13736 Q-NS0119225 4 87.3 87.387.3 16 13736 Q-NS0119881 5 87.3 87.3 87.3 16 13736 Q-NS0126813 6 87.387.3 87.3 16 13736 Q-NS0128829 7 87.3 87.3 87.3 16 13762 Q-NS0129591 195.9 95.9 96.6 16 13762 Q-NS0095308 2 96.6 95.9 96.6 16 13617Q-NS0114263 1 101.2 101.2 103.2 16 13617 Q-NS0113979 2 101.6 101.2 103.216 13617 Q-NS0115738 3 103.2 101.2 103.2 16 13617 Q-NS0124958 4 103.2101.2 103.2 16 13836 Q-NS0099221 1 108.2 108.2 110.7 16 13836Q-NS0102880 2 110.7 108.2 110.7 16 13836 Q-NS0119281 3 110.7 108.2 110.716 13724 Q-NS0101394 1 117.8 117.8 120 16 13724 Q-NS0097666 2 120 117.8120 16 13724 Q-NS0103710 3 120 117.8 120 16 13644 Q-NS0124590 1 130.2130.2 134.1 16 13644 Q-NS0098438 2 134.1 130.2 134.1 16 13654Q-NS0116125 1 139.1 139.1 141.5 16 13654 Q-NS0125770 2 140.7 139.1 141.516 13654 Q-NS0103497 3 141.5 139.1 141.5 16 13654 Q-NS0103755 4 141.5139.1 141.5 16 13654 Q-NS0119653 5 141.5 139.1 141.5 16 13658Q-NS0125713 1 145.3 145.3 148.3 16 13658 Q-NS0121770 2 148.3 145.3 148.316 13834 Q-NS0102717 1 150.9 150.9 150.9 17 13690 Q-NS0100100 1 19.619.6 20.7 17 13690 Q-NS0117852 2 20.4 19.6 20.7 17 13690 Q-NS0092907 320.7 19.6 20.7 17 13570 Q-NS0094904 1 26.2 26.2 26.2 17 13570Q-NS0127879 2 26.2 26.2 26.2 17 13719 Q-NS0134725 1 34.4 34.4 39 1713719 Q-NS0092843 2 34.8 34.4 39 17 13719 Q-NS0115362 3 35.2 34.4 39 1713719 Q-NS0114274 4 36.9 34.4 39 17 13719 Q-NS0097373 5 39 34.4 39 1713683 Q-NS0125264 1 48.7 48.7 50.7 17 13683 Q-NS0125160 2 50.7 48.7 50.717 13623 Q-NS0100428 1 54.5 54.5 59.4 17 13623 Q-NS0137719 2 54.5 54.559.4 17 13623 Q-NS0126724 3 55.9 54.5 59.4 17 13623 Q-NS0119237 4 58.254.5 59.4 17 13623 Q-NS0119597 5 58.2 54.5 59.4 17 13623 Q-NS0123284 658.6 54.5 59.4 17 13623 Q-NS0100080 7 59.4 54.5 59.4 17 13663Q-NS0124919 1 60.2 60.2 60.2 17 13840 Q-NS0100914 1 71.8 71.8 71.8 1713835 Q-NS0115497 1 79.8 79.8 81 17 13835 Q-NS0101797 2 81 79.8 81 1713835 Q-NS0122094 3 81 79.8 81 17 13835 Q-NS0127404 4 81 79.8 81 1713835 Q-NS0129282 5 81 79.8 81 17 13768 Q-NS0122335 1 88 88 92.5 1713768 Q-NS0098167 2 90 88 92.5 17 13768 Q-NS0116559 3 91 88 92.5 1713768 Q-NS0094805 4 92.5 88 92.5 17 13594 Q-NS0125185 1 94 94 94 1713727 Q-NS0100921 1 102.3 102.3 105.3 17 13727 Q-NS0123506 2 102.3 102.3105.3 17 13727 Q-NS0097952 3 105.3 102.3 105.3 17 13597 Q-NS0118907 1109.7 109.7 109.7 17 13603 Q-NS0101484 1 123.9 123.9 128.3 17 13603Q-NS0122182 2 123.9 123.9 128.3 17 13603 Q-NS0126989 3 123.9 123.9 128.317 13603 Q-NS0093160 4 124.6 123.9 128.3 17 13603 Q-NS0097367 5 126.4123.9 128.3 17 13603 Q-NS0095677 6 127.8 123.9 128.3 17 13603Q-NS0101343 7 128.3 123.9 128.3 17 13756 Q-NS0124051 1 129.5 129.5 129.517 13770 Q-NS0135189 1 141 141 143.3 17 13770 Q-NS0093254 2 143.3 141143.3 17 13770 Q-NS0096077 3 143.3 141 143.3 18 13606 Q-NS0095567 1 0 00 18 13606 Q-NS0125535 2 0 0 0 18 13606 Q-NS0129407 3 0 0 0 18 13667Q-NS0124300 1 5.4 5.4 9.5 18 13667 Q-NS0096741 2 9.5 5.4 9.5 18 13616Q-NS0117743 1 10.8 10.8 14.9 18 13616 Q-NS0119006 2 10.8 10.8 14.9 1813616 Q-NS0119814 3 10.8 10.8 14.9 18 13616 Q-NS0092838 4 14.9 10.8 14.918 13661 Q-NS0121992 1 23.1 23.1 26.8 18 13661 Q-NS0103247 2 23.5 23.126.8 18 13661 Q-NS0103250 3 23.5 23.1 26.8 18 13661 Q-NS0115306 4 23.923.1 26.8 18 13661 Q-NS0095507 5 25.6 23.1 26.8 18 13661 Q-NS0101434 625.6 23.1 26.8 18 13661 Q-NS0095508 7 26 23.1 26.8 18 13661 Q-NS01262908 26.8 23.1 26.8 18 13846 Q-NS0093331 1 37.5 37.5 37.5 18 13766Q-NS0115464 1 44.5 44.5 47.9 18 13766 Q-NS0104043 2 44.9 44.5 47.9 1813766 Q-NS0114001 3 44.9 44.5 47.9 18 13766 Q-NS0127459 4 44.9 44.5 47.918 13766 Q-NS0095584 5 45.7 44.5 47.9 18 13766 Q-NS0096189 6 47.9 44.547.9 18 13766 Q-NS0126809 7 47.9 44.5 47.9 18 13823 Q-NS0120593 1 51.251.2 51.6 18 13823 Q-NS0121444 2 51.6 51.2 51.6 18 13782 Q-NS0124055 161.1 61.1 63.5 18 13782 Q-NS0102047 2 61.5 61.1 63.5 18 13782Q-NS0114007 3 61.5 61.1 63.5 18 13782 Q-NS0116014 4 61.5 61.1 63.5 1813782 Q-NS0120132 5 61.5 61.1 63.5 18 13782 Q-NS0123650 6 61.5 61.1 63.518 13782 Q-NS0122352 7 63.5 61.1 63.5 18 13824 Q-NS0129428 1 70.8 70.873.4 18 13824 Q-NS0100480 2 71.8 70.8 73.4 18 13824 Q-NS0102647 3 71.870.8 73.4 18 13824 Q-NS0114029 4 71.8 70.8 73.4 18 13824 Q-NS0118026 571.8 70.8 73.4 18 13824 Q-NS0122115 6 71.8 70.8 73.4 18 13824Q-NS0126826 7 71.8 70.8 73.4 18 13824 Q-NS0129940 8 71.8 70.8 73.4 1813824 Q-NS0130969 9 71.8 70.8 73.4 18 13824 Q-NS0095650 10 73.4 70.873.4 18 13837 Q-NS0136158 1 74.1 74.1 76.8 18 13837 Q-NS0119638 2 74.674.1 76.8 18 13837 Q-NS0123806 3 74.6 74.1 76.8 18 13837 Q-NS0128093 474.6 74.1 76.8 18 13837 Q-NS0099376 5 76.8 74.1 76.8 18 13863Q-NS0136956 1 82.2 82.2 82.2 18 13769 Q-NS0131055 1 88.9 88.9 89.7 1813769 Q-NS0129118 2 89.7 88.9 89.7 18 13567 Q-NS0127007 1 99.9 99.9 99.918 13742 Q-NS0125975 1 105.5 105.5 107.1 18 13742 Q-NS0100454 2 107.1105.5 107.1 18 13643 Q-NS0097194 1 116.3 116.3 116.3 18 13754Q-NS0097882 1 123.1 123.1 126.8 18 13754 Q-NS0130724 2 125.8 123.1 126.818 13754 Q-NS0092851 3 126.8 123.1 126.8 19 13790 Q-NS0101360 1 1.9 1.96.3 19 13790 Q-NS0102889 2 4.9 1.9 6.3 19 13790 Q-NS0116066 3 6.3 1.96.3 19 13805 Q-NS0115656 1 7.9 7.9 12.5 19 13805 Q-NS0121932 2 7.9 7.912.5 19 13805 Q-NS0127429 3 7.9 7.9 12.5 19 13805 Q-NS0098803 4 9.9 7.912.5 19 13805 Q-NS0122058 5 12.1 7.9 12.5 19 13805 Q-NS0115437 6 12.57.9 12.5 19 13795 Q-NS0093343 1 16.4 16.4 16.4 19 13578 Q-NS0122808 122.2 22.2 26.4 19 13578 Q-NS0118342 2 25.6 22.2 26.4 19 13578Q-NS0119097 3 26.4 22.2 26.4 19 13578 Q-NS0119605 4 26.4 22.2 26.4 1913578 Q-NS0122173 5 26.4 22.2 26.4 19 13664 Q-NS0094222 1 29.4 29.4 31.619 13664 Q-NS0115155 2 29.7 29.4 31.6 19 13664 Q-NS0121598 3 29.7 29.431.6 19 13664 Q-NS0096602 4 30.1 29.4 31.6 19 13664 Q-NS0129719 5 30.129.4 31.6 19 13664 Q-NS0103240 6 31.6 29.4 31.6 19 13664 Q-NS0125285 731.6 29.4 31.6 19 13765 Q-NS0103459 1 39.7 39.7 40.5 19 13765Q-NS0102576 2 40.5 39.7 40.5 19 13765 Q-NS0121601 3 40.5 39.7 40.5 1913660 Q-NS0093513 1 44.9 44.9 48.1 19 13660 Q-NS0103113 2 45.1 44.9 48.119 13660 Q-NS0126786 3 45.1 44.9 48.1 19 13660 Q-NS0102170 4 48.1 44.948.1 19 13662 Q-NS0123570 1 53.3 53.3 53.3 19 13601 Q-NS0097418 1 58.958.9 62.9 19 13601 Q-NS0124192 2 58.9 58.9 62.9 19 13601 Q-NS0129426 358.9 58.9 62.9 19 13601 Q-NS0114884 4 61.9 58.9 62.9 19 13601Q-NS0092615 5 62.9 58.9 62.9 19 13601 Q-NS0094157 6 62.9 58.9 62.9 1913702 Q-NS0097927 1 65.8. 65.8 70.8 19 13702 Q-NS0102506 2 65.8 65.870.8 19 13702 Q-NS0104025 3 65.8 65.8 70.8 19 13702 Q-NS0116157 4 70.865.8 70.8 19 13565 Q-NS0103321 1 71.6 71.6 76 19 13565 Q-NS0121433 271.6 71.6 76 19 13565 Q-NS0101555 3 75.6 71.6 76 19 13565 Q-NS0119135 475.6 71.6 76 19 13565 Q-NS0100967 5 76 71.6 76 19 13565 Q-NS0103141 6 7671.6 76 19 13811 Q-NS0121684 1 79.6 79.6 83.4 19 13811 Q-NS0121806 280.2 79.6 83.4 19 13811 Q-NS0104111 3 80.3 79.6 83.4 19 13811Q-NS0103773 4 80.4 79.6 83.4 19 13811 Q-NS0124595 5 83 79.6 83.4 1913811 Q-NS0121755 6 83.4 79.6 83.4 19 13789 Q-NS0094370 1 89.9 89.9 91.719 13789 Q-NS0119073 2 90.9 89.9 91.7 19 13789 Q-NS0123372 3 90.9 89.991.7 19 13789 Q-NS0115621 4 91.3 89.9 91.7 19 13789 Q-NS0129904 5 91.389.9 91.7 19 13789 Q-NS0125418 6 91.7 89.9 91.7 19 13642 Q-NS0100661 196.7 96.7 99.8 19 13642 Q-NS0124579 2 97.5 96.7 99.8 19 13642Q-NS0102003 3 99.8 96.7 99.8 19 13642 Q-NS0125760 4 99.8 96.7 99.8 1913640 Q-NS0100925 1 104.2 104.2 107.8 19 13640 Q-NS0115516 2 104.2 104.2107.8 19 13640 Q-NS0123200 3 104.2 104.2 107.8 19 13640 Q-NS0125532 4104.2 104.2 107.8 19 13640 Q-NS0094373 5 107.8 104.2 107.8 19 13640Q-NS0099203 6 107.8 104.2 107.8 19 13569 Q-NS0092963 1 111.1 111.1 111.119 13841 Q-NS0094048 1 116.2 116.2 120.7 19 13841 Q-NS0135805 2 116.9116.2 120.7 19 13841 Q-NS0136435 3 117.7 116.2 120.7 19 13841Q-NS0094057 4 120.3 116.2 120.7 19 13841 Q-NS0126722 5 120.3 116.2 120.719 13841 Q-NS0093509 6 120.7 116.2 120.7 19 13733 Q-NS0097606 1 121.8121.8 125.1 19 13733 Q-NS0098213 2 125.1 121.8 125.1 19 13733Q-NS0099578 3 125.1 121.8 125.1 20 13693 Q-NS0103077 1 0.7 0.7 4.2 2013693 Q-NS0119065 2 0.7 0.7 4.2 20 13693 Q-NS0125098 3 0.7 0.7 4.2 2013693 Q-NS0127757 4 0.7 0.7 4.2 20 13693 Q-NS0127888 5 0.7 0.7 4.2 2013693 Q-NS0124715 6 2.7 0.7 4.2 20 13693 Q-NS0099970 7 4.2 0.7 4.2 2013682 Q-NS0096558 1 6.5 6.5 11.1 20 13682 Q-NS0100944 2 6.5 6.5 11.1 2013682 Q-NS0120072 3 6.5 6.5 11.1 20 13682 Q-NS0103764 4 7.3 6.5 11.1 2013682 Q-NS0100097 5 7.7 6.5 11.1 20 13682 Q-NS0095320 6 8.1 6.5 11.1 2013682 Q-NS0100457 7 9.1 6.5 11.1 20 13682 Q-NS0121926 8 10.1 6.5 11.1 2013682 Q-NS0103646 9 11.1 6.5 11.1 20 13666 Q-NS0115418 1 12.3 12.3 17.220 13666 Q-NS0126785 2 12.7 12.3 17.2 20 13666 Q-NS0093126 3 13.2 12.317.2 20 13666 Q-NS0103045 4 14.6 12.3 17.2 20 13666 Q-NS0116259 5 14.612.3 17.2 20 13666 Q-NS0129134 6 14.6 12.3 17.2 20 13666 Q-NS0093925 715 12.3 17.2 20 13666 Q-NS0128634 8 15.4 12.3 17.2 20 13666 Q-NS00925899 17.2 12.3 17.2 20 13699 Q-NS0118785 1 19.9 19.9 24.2 20 13699Q-NS0102039 2 20.7 19.9 24.2 20 13699 Q-NS0102090 3 20.7 19.9 24.2 2013699 Q-NS0103167 4 24.2 19.9 24.2 20 13699 Q-NS0103180 5 24.2 19.9 24.220 13755 Q-NS0103818 1 29.7 29.7 29.7 20 13620 Q-NS0136539 1 39.9 39.944.7 20 13620 Q-NS0092605 2 44.4 39.9 44.7 20 13620 Q-NS0121801 3 44.739.9 44.7 20 13812 Q-NS0092790 1 50.6 50.6 54.5 20 13812 Q-NS0093326 253 50.6 54.5 20 13812 Q-NS0114538 3 53.3 50.6 54.5 20 13812 Q-NS01186904 53.3 50.6 54.5 20 13812 Q-NS0125400 5 53.3 50.6 54.5 20 13812Q-NS0126994 6 53.3 50.6 54.5 20 13812 Q-NS0124654 7 54.5 50.6 54.5 2013787 Q-NS0122456 1 56.9 56.9 59.1 20 13787 Q-NS0120011 2 59.1 56.9 59.120 13838 Q-NS0135986 1 62.3 62.3 66.8 20 13838 Q-NS0127310 2 66.8 62.366.8 20 13605 Q-NS0099767 1 75.4 75.4 75.4 20 13587 Q-NS0096899 1 89.589.5 89.9 20 13587 Q-NS0129792 2 89.5 89.5 89.9 20 13587 Q-NS0125389 389.9 89.5 89.9

In one embodiment, a haplotype region is defined as a chromosome segmentthat persists over multiple generations of breeding and that is carriedby one or more breeding lines. In one aspect, depending on the extent ofLD, one example of a haplotype window is about 20 centiMorgans. Inanother aspect, depending on marker density, an exemplary haplotypewindow is about 1 to 5 centiMorgans or, in another example, even lessthan 1 centiMorgan. This segment is identified based on the one or morelinked marker loci it contains, and the common haplotype identity atthese loci in two lines gives a high degree of confidence of theidentity by descent of the entire subjacent chromosome segment carriedby these lines.

In another aspect of the present invention, it is useful to specify whatthe preferred haplotypes are and what their frequency is in thegermplasm for a given crop. Thus, one would obtain or generate amolecular marker survey of the germplasm under consideration forbreeding and/or propagation of a transformation event. This markersurvey provides a fingerprint of each line. These markers are assumed tohave their approximate genomic map position known. Tables 3 and 4 listhaplotype effect estimates, haplotype frequencies, and haplotypefingerprint for the reference germplasm of soybean and corn,respectively. Haplotype frequency values are not fixed and will changeover time as the breeding populations undergo selection. To simplifydownstream analyses, quality assurance and missing data estimationssteps may need to be implemented at this stage to produce a complete andaccurate data matrix (marker genotype by line). Error detections andmissing data estimations may require the use of parent-offspring tests,LD between marker loci, interval mapping, re-genotyping, etc.

Lengthy table referenced here US20100293673A1-20101118-T00001 Pleaserefer to the end of the specification for access instructions.

Lengthy table referenced here US20100293673A1-20101118-T00002 Pleaserefer to the end of the specification for access instructions.

Markers are then grouped based on their proximity. This grouping may bearbitrary (e.g. “start from one end of the chromosome and include allmarkers that are within 10 cM of the first marker included in thesegment, before starting the next segment”) or based on some statisticalanalysis (e.g. “define segment breakpoints based on LD patterns betweenadjacent loci”).

When considering a large set of lines, wherein multiple lines have thesame allele at a marker locus, it is necessary to ascertain whetheridentity by state (IBS) at the marker locus is a good predictor ofidentity by descent (IBD) at the chromosomal region surrounding themarker locus. “Identity by descent” (IBD) characterizes two loci/segmentof DNA that are carried by two or more individuals and were all derivedfrom the same ancestor. “Identity by state” (IBS) characterizes twoloci/segments of DNA that are carried by two or more individuals andhave the same observable alleles at those loci. A good indication that anumber of marker loci in a segment are enough to characterize IBD forthe segment is that they can predict the allele present at other markerloci within the segment.

To estimate the frequency of a haplotype, the base reference germplasmhas to be defined (collection of elite inbred lines, population ofrandom mating individuals, etc.) and a representative sample (or theentire population) has to be genotyped. For example, in one aspect,haplotype frequency is determined by simple counting if considering aset of inbred individuals. In another aspect, estimation methods thatemploy computing techniques like the Expectation/Maximization (EM)algorithm are required if individuals genotyped are heterozygous at morethan one locus in the segment and linkage phase is unknown (Excoffier etal. 1995 Mol. Biol. Evol. 12: 921-927; Li et al. 2002 Biostatistics).Preferably, a method based on the EM algorithm (Dempster et al. 1977 J.R. Stat. Soc. Ser. B 39:1-38) leading to maximum-likelihood estimates ofhaplotype frequencies under the assumption of Hardy-Weinberg proportions(random mating) is used (Excoffier et al. 1995 Mol. Biol. Evol. 12:921-927). Alternative approaches are known in the art that forassociation studies: genome-wide association studies, candidate regionassociation studies and candidate gene association studies (Li et al.2006 BMC Bioinformatics 7:258). The polymorphic markers of the presentinvention may be incorporated in any map of genetic markers of a plantgenome in order to perform genome-wide association studies.

The present invention comprises methods to detect an association betweenat least one haplotype in a crop plant and a preferred trait, includinga transgene, or a multiple trait index and calculate a haplotype effectestimate based on this association. In one aspect, the calculatedhaplotype effect estimates are used to make decisions in a breedingprogram. In another aspect, the calculated haplotype effect estimatesare used in conjunction with the frequency of the at least one haplotypeto calculate a haplotype breeding value that will be used to makedecisions in a breeding program. A multiple trait index (MTI) is anumerical entity that is calculated through the combination of singletrait values in a formula. Most often calculated as a linear combinationof traits or normalized derivations of traits, it can also be the resultof more sophisticated calculations (for example, use of ratios betweentraits). This MTI is used in genetic analysis as if it were a trait.

In one embodiment, historical data are used to determine associationsbetween haplotypes and traits and haplotype effect estimates arecomputed. For the reference soybean and corn germplasm sets, thehaplotype effect estimates for a set of relevant traits are listed inTables 3 and 4, respectively. These haplotype effect estimates form thebasis of ranking haplotypes for the purpose of decision-making in abreeding program. In one aspect, haplotypes are ranked using a haplotypebreeding value calculation, based on the difference between thehaplotype effect and the population mean, wherein the population mean isthe summation of the products of each haplotype's frequency and effectestimate where haplotype frequencies are corrected based on the set ofhaplotypes included in the analysis. In another aspect, the haplotypebreeding value calculation is employed to determine the effect of fixinga new haplotype, as would be the case in germplasm introgression or atransgenic event.

In the present invention, any given chromosome segment can berepresented in a given population by a number of haplotypes that canvary from 1 (region is fixed), to the size of the population times theploidy level of that species (2 in a diploid species), in a populationin which every chromosome has a different haplotype. Identity-by-descentamong haplotype carried by multiple individuals in a non-fixedpopulation will result in an intermediate number of haplotype andpossibly a differing frequency among the different haplotypes. Newhaplotypes may arise through recombination at meiosis between existinghaplotypes in heterozygous progenitors. The frequency of each haplotypemay be estimated by several means known to one versed in the art (e.g.by direct counting, or by using an EM algorithm). Let us assume that “k”different haplotypes, identified as “h_(i)” (1=1, . . . , k), are known,that their frequency in the population is “f_(i)” (i=1, . . . , k), andfor each of these haplotypes we have an effect estimate “Est_(i)” (i=1,. . . , k). If we call the “haplotype breeding value” (BV_(i)) theeffect on that population of fixing that haplotype, then this breedingvalue corresponds to the change in mean for the trait(s) of interest ofthat population between its original state of haplotype distribution atthe window and a final state at which haplotype “h_(i)” encountersitself at a frequency of 100%.

The haplotype breeding value of h_(i) in this population is calculatedas:

${BV}_{i} = {{Est}_{i} - {\sum\limits_{i = 1}^{k}{{Est}_{i}f_{i}}}}$

One skilled in the art will recognize that haplotypes that are rare inthe population in which effects are estimated tend to be less preciselyestimated, this difference of confidence may lead to adjustment in thecalculation. For example one can ignore the effects of rare haplotypes,by calculating breeding value of better known haplotype after adjustingthe frequency of these (by dividing it by the sum of frequency of thebetter known haplotypes). One could also provide confidence intervalsfor the breeding value of each haplotypes.

The present invention anticipates that any particular haplotype breedingvalue will change according to the population for which it iscalculated, as a function of difference of haplotype frequencies. Theterm “population” will thus assume different meanings, below are twoexamples of special cases. In one aspect, a population is a singleinbred in which one intends to replace its current haplotype h_(j) by anew haplotype h_(i), in this case BV_(i)=Est_(i)-Est_(j). In anotheraspect, a “population” is a F2 population in'which the two parentalhaplotype h_(i) and h_(j) are originally present in equal frequency(50%), in which case BV_(i)=½ (Est_(i)-Est_(j)).

These statistical approaches enable haplotype effect estimates to informbreeding decisions in multiple contexts. Other statistical approaches tocalculate breeding values are known to those skilled in the art and canbe used in substitution without departing from the spirit and scope ofthis invention.

Further, the present invention provides methods and compositions todetermine the distribution of superior, or preferred, haplotypes in agermplasm collection in order to inform decisions pertaining to breedingand germplasm improvement activities. The following 230 Monsantocommercially released corn inbreds were fingerprinted: 01CWI6, 01DHD10,01DHD16, 01DKD2, 01HFI3, 01HGI2, 01HGI4, 10IBH2, 01INL1, 01IUL6, 08DKS5,08HAI5, 08SED1, 09DKD39A, 09DSQ1, 09DSS1, 09IDR9, 16IBL1, 16IDH1,16IUL13, 16IUL2, 16IUL6, 16SEQ1, 17DHD16, 17DUD5, 17IFI2, 17IFI6,17INI19, 17INI20, 17INI30, 17IVI7, 17QFB1, 18DHZ5, 19DAA1, 19DKS4,19HGZ1, 1SF20790, 21GDM1_O, 22DHD11, 2MSBA7, 2OF32B52, 3112, 3323, 3327,34M837, 35CXZ3, 35ZXZ1, 3AZA1, 3IBZ2, 3IIH6, 49DKD4, 49DKQ1, 49IBI1,4FCF1, 4GCG1, 4IDH1, 4SCQ3, 53DWD7A, 53DWQ1, 54DZD3, 54IUH1, 54MDC1,5727, 5750, 5DJD2, 5GCG3, 51 DB3, 63CZC3W, 6950, 6DHD01, 6F545, 6F905,6LDZ81, 7051, 7145, 7180, 7403, 7520W, 7571W, 7638, 7640, 7647, 7680,7739Y, 7740, 7749, 7797, 7804, 7823, 7832, 7DCD2C, 7DCD5D, 80DJD5,80DKD4, 80DKD5, 801DM2, 83D1Q8, 83DNQ2, 83DOD5, 83DUD7, 83HGI8, 83IDI1,83IDI3, 83INI14, 83INL2, 83SDD2, 86INI2, 86ISI26, 86ISI27, 86ISI5,87ATD2, 87DFQ3, 87DIA4, 87DUA3, 87DUA5, 87DUA6, 87DUD3, 87IDI1, 87IDI2,87IDI5, 87III19, 87ITI5, 87IZI8, 87LCC5, 89AHA1, 89AHD12, 89DRD5, 8F286,8M116, 90DJD28, 90DKD11, 90IDR1, 90LBV1, 90LDC2, 90LDI1, 91AHB1, 91DHA1,91DUA1, 91DUD5, 91DUQ1, 91DUQ2, 91DZB3, 91III18, 91INH2, 91INZ2, 91ISI5,91QZA1, 93DKS3, 93QBS5, 94AHA8, 94DUD2, 94IGI6A, 94INK1A, 94INK1B,94IYI3B, 94IZI11, 94IZI14, 94XCI5, C3DKS03, C3IDI02, C3IFI118, C31WI114,E2UBW1, EP67B26, F351, FBF79R2, GF6150, GM9215, HTV3A2, LH127, LH163,LH168, LH169, LH172, LH176, LH185, LH195, LH200, LH218, LH227, LH229,LH235, LH236, LH239, LH244, LH245, LH246, LH247, LH249, LH254, LH256,LH257, LH258, LH261, LH262, LH268, LH273, LH277, LH279, LH283, LH284,LH287, LH287BT1-1, LH290, LH295, LH302, LH303, LH304, LH305, LH310,LH311, LH320, LH321, LH322, LH324, LH331, LH332, LH350, LH360, LH370,MDF-13A, RDBQ2, SYNBA2, WDHQ11, WDHQ2, WKDL5, WKDL7, WQCD10, WQDS2,WQDS7. The preferred haplotypes were determined on the basis ofhaplotype effect estimates for the following key phenotypic traits:yield, moisture, plant height, and test weight. For each trait, a listof preferred haplotypes was generated according to ascending criteria;for example, the best 50, the best 40, and so on to the best 5haplotypes. This germplasm collection was then surveyed to determine thedistribution of those haplotypes in elite inbreds.

The results for female and male corn inbreds evaluated for these fourkey phenotypic traits are summarized in Table 5.

TABLE 5 Distribution of preferred haplotypes in a set of elite corngermplasm, composed of 230 Monsanto commercially released inbreds,divided by heterotic group. Yield Moisture Plant height Test weightfemale male female male female male female male 5 2 2 0 0 3 4 3 3 10 4 30 4 5 4 6 4 20 7 6 8 5 5 6 6 4 30 10 8 11 7 5 6 10 4 40 15 11 15 7 11 915 4 50 16 13 18 12 14 11 18 12 Listed are maximum number of haplotypesin a single inbred for each criterion (e.g., of top 5 haplotypes, of top10, and so on) present in this germplasm for each trait.

Further, it is of interest to determine the distribution of thesepreferred haplotypes in a set of germplasm for the implementation ofboth pre-selection and marker-assisted selection in order to drive thefixation of preferred haplotype compositions in breeding programs andother activities related to germplasm improvement. The commerciallyreleased corn female inbreds containing the greatest number of preferredhaplotypes known to this date to exist in nature are described in Table6. The commercially released corn male inbreds containing the greatestnumber of preferred haplotypes known to this date to exist in nature aredescribed in Table 7.

TABLE 6 List of the commercially released female inbreds that containthe maximum number of preferred haplotypes for each superiority “class”for four different phenotypic traits (yield, moisture, plant height, andtest weight). Name Preferred haplotypes present Total preferredhaplotypes YIELD 2:5 LH236 1241745, 1245282 1241745, 1245282, 1243877,1243070, LH310 1241745, 1245282 1245725 LH311 1241745, 1245282 YIELD4:10 7DCD2C 1242692, 1243137, 1243531, 1245725 1241745, 1245282,1243877, 1243070, 1245725, 1243531, 1243137, 1244818, 1242935, 1242692YIELD 7:20 LH311 1241745, 1242555, 1242764, 1241745, 1245282, 1243877,1243070, 1243209, 1243921, 1245051, 1245725, 1243531, 1243137, 1244818,1245282 1242935, 1242692, 1243209, 1239247, 1242639, 1245002, 1242764,1245051, 1242555, 1241471, 1243921, 1245245 YIELD 10:30 80DJD5 1238977,1240194, 1241428, 1241745, 1245282, 1243877, 1243070, 1241471, 1241584,1242555, 1245725, 1243531, 1243137, 1244818, 1243209, 1243531, 1243724,1245725 1242935, 1242692, 1243209, 1239247, 1242639, 1245002, 1242764,1245051, 1242555, 1241471, 1243921, 1245245, 1239097, 1244707, 1240716,1243724, 1240194, 1238977, 1239277, 1241428, 1241344, 1241584 YIELD15:40 80DJD5 1238977, 1239269, 1240194, 1241745, 1245282, 1243877,1243070, 1240798, 1241428, 1241471, 1245725, 1243531, 1243137, 1244818,1241584, 1242169, 1242555, 1242935, 1242692, 1243209, 1239247, 1242655,1243209, 1243531, 1242639, 1245002, 1242764, 1245051, 1243724, 1244582,1245725 1242555, 1241471, 1243921, 1245245, 1239097, 1244707, 1240716,1243724, 1240194, 1238977, 1239277, 1241428, 1241344, 1241584, 1243419,1240798, 1239269, 1241694, 1244582, 1244051, 1242655, 1244350, 1240495,1242169 YIELD 16:50 80DJD5 1238977, 1239269, 1239572, 1241745, 1245282,1243877, 1243070, 1240194, 1240798, 1241428, 1245725, 1243531, 1243137,1244818, 1241471, 1241584, 1242169, 1242935, 1242692, 1243209, 1239247,1242555, 1242655, 1243209, 1242639, 1245002, 1242764, 1245051, 1243531,1243724, 1244582, 1245725 1242555, 1241471, 1243921, 1245245, 1239097,1244707, 1240716, 1243724, 1240194, 1238977, 1239277, 1241428, 1241344,1241584, 1243419, 1240798, 1239269, 1241694, 1244582, 1244051, 1242655,1244350, 1240495, 1242169, 1241828, 1243958, 1241430, 1239542, 1240734,1244381, 1239572, 1243540, 1239335, 1240910 MOISTURE 8:20 89AHD121239271, 1239569, 1239759, 1242746, 1241485, 1245310, 1240420, 1240800,1241485, 1243051, 1240492, 1239759, 1239569, 1243417, 1243218, 12457441244049, 1240800, 1245000, 1240365, 89DRD5 1239271, 1239569, 1240420,1241593, 1245744, 1243051, 1243218, 1240800, 1241485, 1243218, 1239271,1243882, 1243381, 1243320 1245000, 1245744 94DUD2 1239271, 1239569,1240420, 1240800, 1241485, 1243218, 1245000, 1245744 MOISTURE 11:3083DNQ2 1239271, 1239569, 1240420, 1242746, 1241485, 1245310, 1240420,1240800, 1242655, 1243146, 1240492, 1239759, 1239569, 1243417, 1243218,1243920, 1245179, 1244049, 1240800, 1245000, 1240365, 1245720, 12457441241593, 1245744, 1243051, 1243218, 89AHD12 1239271, 1239569, 1239759,1239271, 1243882, 1243381, 1243320, 1240800, 1241485, 1242720, 1242721,1245179, 1245720, 1243989, 1243051, 1243218, 1243420, 1242655, 1243920,1242720, 1243146, 1243920, 1245744 1243420, 1245823 MOISTURE 15:4091DUQ2 1239271, 1239569, 1240598, 1242746, 1241485, 1245310, 1240420,1240800, 1241485, 1241721, 1240492, 1239759, 1239569, 1243417, 1242688,1243051, 1243218, 1244049, 1240800, 1245000, 1240365, 1243858, 1243920,1244067, 1241593, 1245744, 1243051, 1243218, 1245179, 1245720, 12457441239271, 1243882, 1243381, 1243320, 1242721, 1245179, 1245720, 1243989,1242655, 1243920, 1242720, 1243146, 1243420, 1245823, 1240901, 1241721,1240014, 1241038, 1242688, 1244169, 1244067, 1243858, 1244914, 1240598MOISTURE 18:50 89AHD12 1239271, 1239321, 1239569, 1242746, 1241485,1245310, 1240420, 1239759, 1240282, 1240598, 1240492, 1239759, 1239569,1243417, 1240800, 1241485, 1242720, 1244049, 1240800, 1245000, 1240365,1243051, 1243218, 1243362, 1241593, 1245744, 1243051, 1243218, 1243420,1243920, 1244272, 1239271, 1243882, 1243381, 1243320, 1244583, 1245072,1245744 1242721, 1245179, 1245720, 1243989, 91DUQ2 1239271, 1239569,1240282, 1242655, 1243920, 1242720, 1243146, 1240598, 1240800, 1241485,1243420, 1245823, 1240901, 1241721, 1241721, 1242688, 1243051, 1240014,1241038, 1242688, 1244169, 1243218, 1243858, 1243920, 1244067, 1243858,1244914, 1240598, 1244067, 1244272, 1244583, 1244272, 1244583, 1243362,1240747, 1245179, 1245720, 1245744 1241848, 1239321, 1240272, 1245072,1240282, 1240573 PLANT HEIGHT 3:5 93DKS3 1239494, 1242654, 1240622,1242654, 1241736, 1239494, 1245298 1245298 LH245 1240622, 1242654,1245298 PLANT HEIGHT 5:10 01DHD10 1242272, 1242654, 1242686, 1240622,1242654, 1241736, 1239494, 1244689, 1245298 1245298, 1239848, 1240909,1244689, 49DKD4 1242272, 1242654, 1242686, 1242686, 1242272 1244689,1245298 83SDD2 1242272, 1242654, 1242686, 1244689, 1245298 93DKS31239494, 1242654, 1242686, 1244689, 1245298 PLANT HEIGHT 5:20 01DHD101242272, 1242654, 1242686, 1240622, 1242654, 1241736, 1239494, 1244689,1245298 1245298, 1239848, 1240909, 1244689, 49DKD4 1242272, 1242654,1242686, 1242686, 1242272, 1240417, 1240747, 1244689, 1245298 1244365,1243882, 1243938, 1243725, 83SDD2 1242272, 1242654, 1242686, 12446891243920, 1239423, 1244699, 1241274 1245298 93DKS3 1239494, 1242654,1242686, 1244689, 1245298 PLANT HEIGHT 5:30 01DHD10 1242272, 1242654,1242686, 1240622, 1242654, 1241736, 1239494, 1244689, 1245298 1245298,1239848, 1240909, 1244689, 49DKD4 1242272, 1242654, 1242686, 1242686,1242272, 1240417, 1240747, 1244689, 1245298 1244365, 1243882, 1243938,1243725, 83SDD2 1242272, 1242654, 1242686, 1244689 1243920, 1239423,1244699, 1241274, 1245298 1239868, 1241848, 1241565, 1243566, 93DKS31239494, 1242654, 1242686, 1240481, 1244846, 1242341, 1245643, 1244689,1245298 1241796, 1244356 PLANT HEIGHT 11:40 49DKD4 1239868, 1240481,1241274, 1240622, 1242654, 1241736, 1239494, 1242272, 1242654, 1242686,1245298, 1239848, 1240909, 1244689, 1243920, 1244050, 1244113, 1242686,1242272, 1240417, 1240747, 1244689, 1244365, 1243882, 1243938, 1243725,1245298 1243920, 1239423, 1244699, 1241274, 83SDD2 1239868, 1240481,1240747, 1239868, 1241848, 1241565, 1243566, 1241274, 1242272, 1242654,1240481, 1244846, 1242341, 1245643, 1242686, 1243920, 1244050, 1241796,1244356, 1241746, 1244050, 1244689, 1241531, 1242570, 1244113, 1245075,1245298 1245676, 1240726, 1242368, 1241784 87DUA5 1240481, 1240726,1240909, 1241274, 1241746, 1242570, 1242654, 1242686, 1244365, 1244699,1245075 87DUA6 1240481, 1240726, 1241274, 1241746, 1242368, 1242570,1242654, 1242686, 1244365, 1244699, 1245298 PLANT HEIGHT 14:50 87DUA51240038, 1240481, 1240598, 1240622, 1242654, 1241736, 1239494, 1240726,1240909, 1241274, 1245298, 1239848, 1240909, 1244689, 1241746, 1242570,1242654, 1242686, 1242272, 1240417, 1240747, 1242686, 1244272, 1244365,1244365, 1243882, 1243938, 1243725, 1244699, 1245075 1243920, 1239423,1244699, 1241274, 87DUA6 1240038, 1240481, 1240598, 1239868, 1241848,1241565, 1243566, 1240726, 1241274, 1241746, 1240481, 1244846, 1242341,1245643, 1242368, 1242570, 1242654, 1241796, 1244356, 1241746, 1244050,1242686, 1244272, 1244365, 1241531, 1242570, 1244113, 1245075, 1244699,1245298 1245676, 1240726, 1242368, 1241784, 94AHA8 1239327, 1240038,1240481, 1244272, 1240038, 1239330, 1245014, 1240598, 1240726, 1241848,1239327, 1243554, 1240248, 1240598, 1242341, 1242570, 1242654, 1241718,1240348 1242686, 1243725, 1243938, 1244272, 1244699 TEST WEIGHT 3:587DUA3 1239172, 1240420, 1244276 1239172, 1240420, 1244276, 1240365,1240353 TEST WEIGHT 6:10 87DUA6 1239172, 1239490, 1240420, 1239172,1240420, 1244276, 1240365, 1241219, 1242131, 1244365 1240353, 1241219,1239490, 1243351, 1242131, 1244365 TEST WEIGHT 6:20 87DUA6 1239172,1239490, 1240420, 1239172, 1240420, 1244276, 1240365, 1241219, 1242131,1244365 1240353, 1241219, 1239490, 1243351, 1242131, 1244365, 1242728,1242929, 1242400, 1240422, 1239330, 1240240, 1244998, 1242746, 1242338,1243554 TEST WEIGHT 10:30 19DKS4 1239330, 1239344, 1239490, 1239172,1240420, 1244276, 1240365, 1239569, 1240240, 1242929, 1240353, 1241219,1239490, 1243351, 1243554, 1244168, 1244998, 1245720 1242131, 1244365,1242728, 1242929, 1242400, 1240422, 1239330, 1240240, 1244998, 1242746,1242338, 1243554, 1240016, 1245720, 1244635, 1239344, 1242367, 1242512,1239253, 1239569, 1244168, 1244171 TEST WEIGHT 15:40 87DUA6 1239172,1239325, 1239416, 1239172, 1240420, 1244276, 1240365, 1239490, 1239569,1240420, 1240353, 1241219, 1239490, 1243351, 1240681, 1240726, 1241219,1242131, 1244365, 1242728, 1242929, 1242131, 1242338, 1242424, 1242400,1240422, 1239330, 1240240, 1243873, 1244171, 1244365 1244998, 1242746,1242338, 1243554, 1240016, 1245720, 1244635, 1239344, 1242367, 1242512,1239253, 1239569, 1244168, 1244171, 1239416, 1240681, 1243596, 1239325,1242424, 1243873, 1240726, 1240718, 1241487, 1238959 TEST WEIGHT 18:503AZA1 1239172, 1239325, 1239416, 1239172, 1240420, 1244276, 1240365,1239490, 1239569, 1240420, 1240353, 1241219, 1239490, 1243351, 1240726,1241219, 1241706, 1242131, 1244365, 1242728, 1242929, 1242131, 1242338,1242367, 1242400, 1240422, 1239330, 1240240, 1242424, 1242686, 1243873,1244998, 1242746, 1242338, 1243554, 1244059, 1244171, 1245919 1240016,1245720, 1244635, 1239344, 87DUA6 1239172, 1239325, 1239416, 1242367,1242512, 1239253, 1239569, 1239490, 1239569, 1240420, 1244168, 1244171,1239416, 1240681, 1240681, 1240726, 1241219, 1243596, 1239325, 1242424,1243873, 1241706, 1242131, 1242338, 1240726, 1240718, 1241487, 1238959,1242424, 1242686, 1243873, 1241736, 1244113, 1240906, 1243854, 1244171,1244365, 1245919 1241706, 1242662, 1242686, 1244059, 1241442, 1245919

TABLE 7 List of the commercially released male inbreds that contain themaximum number of preferred haplotypes for each superiority “class” forfour different phenotypic traits (yield, moisture, plant height, andtest weight). Name Preferred haplotypes present Total preferredhaplotypes YIELD 2:5 LH262 1239500, 1243877 1240437, 1244921, 1239500,1242504, 3140 1242504, 1243877 1243877 34CDK2 1239500, 1243877 LH1851239500, 1243877 LH254 1239500, 1243877 LH256 1239500, 1243877 LH2581239500, 1243877 LH279 1239500, 1242504 LH287 1239500, 1243877LH287BT1-1 1239500, 1243877 LH350 1239500, 1243877 MDF-13A 1239500,1243877 PA2121 1240437, 1244921 PA3003 1240437, 1244921 PZ7012 1240437,1244921 PZ7149 1240437, 1244921 SH7202 1240437, 1244921 YIELD 3:1034CDK2 1239500, 1240805, 1243877 1240437, 1244921, 1239500, 1242504,4GCG1 1239419, 1240280, 1240805 1243877, 1240280, 1243378, 1240805,LH254 1239500, 1243378, 1243877 1245695, 1239419 LH350 1239500, 1240805,1243877 MDF-13A 1239500, 1243378, 1243877 YIELD 6:20 MDF-13A 1238927,1239500, 1241957, 1240437, 1244921, 1239500, 1242504, 1242383, 1243378,1243877 1243877, 1240280, 1243378, 1240805, 1245695, 1239419, 1238927,1240824, 1244751, 1242383, 1244958, 1245723, 1241440, 1245503, 1241364,1241957 YIELD 8:30 19HGZ1 1238927, 1239043, 1239273, 1240437, 1244921,1239500, 1242504, 1239419, 1240424, 1240824, 1242383, 1243877, 1240280,1243378, 1240805, 1245503 1245695, 1239419, 1238927, 1240824, 1244751,1242383, 1244958, 1245723, 1241440, 1245503, 1241364, 1241957, 123 273,1241211, 1242153, 1240424, 1243448, 1238980, 1242540, 1239043, 1241410,1244018 YIELD 11:40 19HGZ1 1238927, 1239043, 1239273, 1240437, 1244921,1239500, 1242504, 1239419, 1240041, 1240266, 1243877, 1240280, 1243378,1240805, 1240424, 1240824, 1242383, 1245695, 1239419, 1238927, 1240824,1243787, 1245503 1244751, 1242383, 1244958, 1245723, 1241440, 1245503,1241364, 1241957, 123 273, 1241211, 1242153, 1240424, 1243448, 1238980,1242540, 1239043, 1241410, 1244018, 1240701, 1244097, 1239740, 1243704,1240041, 1242667, 1245003, 1242567, 1240266, 1243787 YIELD 13:50 19HGZ11238927, 1239043, 1239172, 1240437, 1244921, 1239500, 1242504, 1239273,1239419, 1240041, 1243877, 1240280, 1243378, 1240805, 1240266, 1240424,1240824, 1245695, 1239419, 1238927, 1240824, 1242383, 1243787, 12455031244751, 1242383, 1244958, 1245723, 1241440, 1245503, 1241364, 1241957,123 273, 1241211, 1242153, 1240424, 1243448, 1238980, 1242540, 1239043,1241410, 1244018, 1240701, 1244097, 1239740, 1243704, 1240041, 1242667,1245003, 1242567, 1240266, 1243787, 1242636, 1245927, 1241224, 1242665,1241195, 1240251, 1239172, 1244508, 1240253, 1241110 MOISTURE 4:1086ISI5 1242556, 1244950, 1243377, 1242879, 1241721, 1244978, 1245717,1244778 1242556, 1244950, 1241235, 1240902, 1243377, 1244778 MOISTURE5:20 2MSBA7 1239982, 1241235, 1241586, 1242879, 1241721, 1244978,1245717, 1241721, 1244878 1242556, 1244950, 1241235, 1240902, 86ISI51242556, 1243377, 1244529, 1243377, 1244778, 1241213, 1241586, 1244778,1244950 1242344, 1240804, 1244529, 1244878, 87LCC5 1239982, 1240902,1241586, 1239982, 1242571, 1244976, 1241714 1242556, 1244976 SYNBA21239982, 1241235, 1241586, 1241721, 1244878 MOISTURE 7:30 LH176 1239982,1240902, 1241095, 1242879, 1241721, 1244978, 1245717, 1241606, 1243377,1244507, 1242556, 1244950, 1241235, 1240902, 1244529 1243377, 1244778,1241213, 1241586, LH295 1239982, 1240804, 1240902, 1242344, 1240804,1244529, 1244878, 1241095, 1241606, 1243377, 1239982, 1242571, 1244976,1241714, 1244507 1242285, 1241606, 1245670, 1241241, 1243263, 1245889,1241095, 1241577, 1243398, 1244507 MOISTURE 7:40 LH176 1239982, 1240902,1241095, 1242879, 1241721, 1244978, 1245717, 1241606, 1243377, 1244507,1242556, 1244950, 1241235, 1240902, 1244529 1243377, 1244778, 1241213,1241586, LH295 1239982, 1240804, 1240902, 1242344, 1240804, 1244529,1244878, 1241095, 1241606, 1243377, 1239982, 1242571, 1244976, 1241714,1244507 1242285, 1241606, 1245670, 1241241, 1243263, 1245889, 1241095,1241577, 1243398, 1244507, 1240882, 1243118, 1239897, 1242971, 1245130,1243499, 1241490, 1244486, 1245883, 1241958 MOISTURE 12:50 86IS151240036, 1240968, 1241606, 1242879, 1241721, 1244978, 1245717, 1241958,1242556, 1242713, 1242556, 1244950, 1241235, 1240902, 1243118, 1243377,1243865, 1243377, 1244778, 1241213, 1241586, 1244529, 1244778, 12449501242344, 1240804, 1244529, 1244878, 1239982, 1242571, 1244976, 1241714,1242285, 1241606, 1245670, 1241241, 1243263, 1245889, 1241095, 1241577,1243398, 1244507, 1240882, 1243118, 1239897, 1242971, 1245130, 1243499,1241490, 1244486, 1245883, 1241958, 1239361, 1245894, 1240968, 1242713,1240036, 1242040, 1239883, 1240487, 1243865, 1243242 PLANT HEIGHT 4:53140 1239420, 1240760, 1242162, 1239420, 1242162, 1242662, 1242335,1242662 1240760 LH168 1239420, 1240760, 1242162, 1242662 LH295 1239420,1240760, 1242162, 1242662 PLANT HEIGHT 4:10 3140 1239420, 1240760,1242162, 1239420, 1242162, 1242662, 1242335, 1242662 1240760, 1242879,1241832, 1242358, LH168 1239420, 1240760, 1242162, 1242687, 12443021242662 LH172 1239420, 1240760, 1242358, 1242662 LH277 1239420, 1240760,1242358, 1242662 LH295 1239420, 1240760, 1242162, 1242662 LH322 1239420,1240760, 1242358, 1242662 PLANT HEIGHT 6:20 LH295 1239361, 1239420,1240760, 1239420, 1242162, 1242662, 1242335, 1241349, 1242162, 12426621240760, 1242879, 1241832, 1242358, 1242687, 1244302, 1239494, 1240264,1239361, 1242369, 1243789, 1245719, 1241349, 1242714, 1240439, 1239164PLANT HEIGHT 6:30 LH254 1240264, 1241412, 1242687, 1239420, 1242162,1242662, 1242335, 1243210, 1243789, 1245719 1240760, 1242879, 1241832,1242358, LH295 1239361, 1239420, 1240760, 1242687, 1244302, 1239494,1240264, 1241349, 1242162, 1242662 1239361, 1242369, 1243789, 1245719,1241349, 1242714, 1240439, 1239164, 1239990, 1239061, 1243210, 1241610,1245642, 1238912, 1240040, 1241412, 1242371, 1245006 PLANT HEIGHT 9:40LH295 1239361, 1239420, 1239501, 1239420, 1242162, 1242662, 1242335,1240031, 1240760, 1241349, 1240760, 1242879, 1241832, 1242358, 1242162,1242662, 1245929 1242687, 1244302, 1239494, 1240264, 1239361, 1242369,1243789, 1245719, 1241349, 1242714, 1240439, 1239164, 1239990, 1239061,1243210, 1241610, 1245642, 1238912, 1240040, 1241412, 1242371, 1245006,1242344, 1239501, 1239370, 1239843, 1244784, 1240031, 1241099, 1243727,1245929, 1240687 PLANT HEIGHT 11:50 LH172 1239370, 1239420, 1239501,1239420, 1242162, 1242662, 1242335, 1239578, 1239843, 1240760, 1240760,1242879, 1241832, 1242358, 1242358, 1242658, 1242662, 1242687, 1244302,1239494, 1240264, 1242692, 1245929 1239361, 1242369, 1243789, 1245719,LH277 1239370, 1239420, 1239578, 1241349, 1242714, 1240439, 1239164,1239843, 1240249, 1240760, 1239990, 1239061, 1243210, 1241610, 1242358,1242658, 1242662, 1245642, 1238912, 1240040, 1241412, 1242692, 12459291242371, 1245006, 1242344, 1239501, LH295 1239361, 1239420, 1239501,1239370, 1239843, 1244784, 1240031, 1240031, 1240760, 1241349, 1241099,1243727, 1245929, 1240687, 1242162, 1242662, 1242692, 1240249, 1243213,1240271, 1238993, 1243377, 1245929 1239578, 1245372, 1243377, 1242692,1245121, 1242658 TEST WEIGHT 3:5 LH185 1243269, 1239739, 12410361244555, 1243269, 1239739, 1243708, LH321 1244555, 1243269, 12397391241036 TEST WEIGHT 4:10 4GCG1 1241036, 1241468, 1242162, 1244555,1243269, 1239739, 1243708, 1243269 1241036, 1244878, 1244529, 1240820,LH321 1239739, 1242162, 1243269, 1242162, 1241468 1244555 TEST WEIGHT4:20 4GCG1 1241036, 1241468, 1242162, 1244555, 1243269, 1239739,1243708, 1243269 1241036, 1244878, 1244529, 1240820, LH321 1239739,1242162, 1243269, 1242162, 1241468, 1239003, 1240431, 1244555 1240018,1241714, 1241721, 1243058, 1245769, 1244918, 1239002, 1240331 TESTWEIGHT 4:30 4GCG1 1241036, 1241468, 1242162, 1244555, 1243269, 1239739,1243708, 1243269 1241036, 1244878, 1244529, 1240820, LH321 1239739,1242162, 1243269, 1242162, 1241468, 1239003, 1240431, 1244555 1240018,1241714, 1241721, 1243058, 1245769, 1244918, 1239002, 1240331, 1239048,1244778, 1240013, 1244637, 1245257, 1244973, 1244379, 1242662, 1240042,1244302 TEST WEIGHT 4:40 4GCG1 1241036, 1241468, 1242162, 1244555,1243269, 1239739, 1243708, 1243269 1241036, 1244878, 1244529, 1240820,LH321 1239739, 1242162, 1243269, 1242162, 1241468, 1239003, 1240431,1244555 1240018, 1241714, 1241721, 1243058, 1245769, 1244918, 1239002,1240331, 1239048, 1244778, 1240013, 1244637, 1245257, 1244973, 1244379,1242662, 1240042, 1244302, 1240031, 1242713, 1241610, 1245072, 1241430,1242369, 1239987, 1241966, 1245118, 1244207 TEST WEIGHT 12:50 LH2951239161, 1240018, 1240031, 1244555, 1243269, 1239739, 1243708, 1241430,1241588, 1242162, 1241036, 1244878, 1244529, 1240820, 1242662, 1242713,1244207, 1242162, 1241468, 1239003, 1240431, 1244555, 1245710, 12457731240018, 1241714, 1241721, 1243058, 1245769, 1244918, 1239002, 1240331,1239048, 1244778, 1240013, 1244637, 1245257, 1244973, 1244379, 1242662,1240042, 1244302, 1240031, 1242713, 1241610, 1245072, 1241430, 1242369,1239987, 1241966, 1245118, 1244207, 1244279, 1245648, 1244352, 1240910,1239161, 1244226, 1245710, 1241588, 1245773, 1245198

In another embodiment, preferred haplotypes are determined by evaluatingtrait ratios, given that certain phenotypic traits are negativelycorrelated with yield and, in corn, it is advantageous to select forpositive yield and negative plant height or negative moisture. Exemplarytrait ratios include greater than 2 or less than zero, greater than 3 orless than zero, and so on, wherein yield is positive and either plantheight or moisture is negative. In one aspect, a preferred haplotype isone with a trait ratio of greater than 5 or less than zero(bu/acre:inches or bu/acre:% moisture, respectively), wherein yield ispositive and either plant height or moisture is negative. For apreferred yield-plant height trait ratio, the following 485 preferredhaplotypes were identified in female corn inbreds: 1240330, 1240341,1240365, 1240373, 1240335, 1244963, 1244954, 1244998, 1245002, 1242131,1242134, 1242136, 1245111, 1240904, 1240906, 1244818, 1244826, 1242719,1242728, 1242731, 1242738, 1242720, 1242721, 1241220, 1241234, 1244641,1244644, 1244657, 1244635, 1238977, 1238987, 1239022, 1239028, 1245360,1245372, 1245362, 1245368, 1242928, 1242929, 1243964, 1240029, 1241366,1241347, 1241350, 1243703, 1243714, 1243717, 1243724, 1243705, 1243710,1239181, 1239198, 1239210, 1242381, 1242367, 1242368, 1244274, 1244285,1244276, 1244525, 1244526, 1244527, 1244531, 1243862, 1243873, 1239490,1239496, 1244516, 1240415, 1240416, 1241563, 1241564, 1241567, 1243917,1243918, 1241406, 1239845, 1239846, 1239848, 1240428, 1240454, 1240420,1240422, 1240679, 1240681, 1240687, 1244774, 1240798, 1240811, 1240800,1240964, 1240977, 1240971, 1243373, 1243382, 1243375, 1245130, 1245120,1239147, 1239148, 1240261, 1240263, 1240264, 1240265, 1240266, 1242866,1242878, 1242881, 1242869, 1240252, 1239338, 1239340, 1239341, 1243999,1244000, 1244001, 1243110, 1243120, 1243112, 1243116, 1243118, 1239652,1239653, 1243796, 1243790, 1239532, 1239542, 1239533, 1239539, 1242230,1242220, 1242221, 1242225, 1242227, 1244500, 1244501, 1239981, 1244168,1244169, 1240495, 1240484, 1242688, 1242692, 1245718, 1245720, 1244300,1244316, 1244305, 1241580, 1241603, 1241428, 1241447, 1241450, 1241430,1241436, 1242932, 1242942, 1242934, 1242935, 1242938, 1243209, 1243218,1240932, 1240935, 1245511, 1240241, 1240242, 1240246, 1239406, 1238934,1244187, 1244189, 1244190, 1240670, 1243051, 1243070, 1243080, 1243059,1243540, 1243596, 1243538, 1242065, 1242095, 1242067, 1242115, 1242072,1240119, 1241885, 1241906, 1241924, 1245917, 1245918, 1245923, 1242628,1243967, 1243970, 1243972, 1243974, 1239572, 1239583, 1239574, 1239623,1245562, 1245575, 1245564, 1245595, 1245565, 1241099, 1241108, 1241112,1241124, 1241638, 1241632, 1241633, 1241634, 1243417, 1243429, 1243436,1243444, 1243419, 1243420, 1240194, 1240181, 1240184, 1240922, 1240924,1240926, 1245090, 1245089, 1242986, 1242995, 1243001, 1242988, 1243018,1243036, 1243042, 1242994, 1244006, 1244007, 1244008, 1244009, 1244095,1244097, 1239866, 1239867, 1242537, 1242546, 1242550, 1242539, 1242540,1242543, 1242545, 1245411, 1245422, 1245413, 1245447, 1242785, 1242797,1242787, 1242792, 1241025, 1241035, 1241038, 1241045, 1241071, 1241030,1241969, 1241960, 1242952, 1242954, 1244874, 1244875, 1240270, 1240281,1240282, 1244220, 1244202, 1244235, 1240714, 1244914, 1245916, 1243855,1243858, 1245929, 1245930, 1242663, 1243607, 1243608, 1243609, 1242149,1242150, 1242151, 1242156, 1245199, 1244602, 1244596, 1239058, 1241872,1242632, 1242644, 1242633, 1242639, 1242507, 1242510, 1243273, 1243274,1243261, 1244106, 1244115, 1244118, 1241706, 1245881, 1245882, 1243346,1243347, 1243348, 1243351, 1243352, 1243355, 1242982, 1245072, 1245073,1245074, 1240007, 1240016, 1240014, 1243847, 1243623, 1243632, 1241461,1241471, 1241474, 1241487, 1243315, 1243320, 1243322, 1242169, 1242179,1245828, 1245846, 1245822, 1245824, 1239328, 1243135, 1243137, 1243174,1243979, 1241284, 1241307, 1241278, 1239904, 1239915, 1245245, 1244077,1244079, 1244081, 1244082, 1241088, 1240589, 1240602, 1240590, 1240596,1244196, 1244198, 1242055, 1242062, 1242034, 1242037, 1240174, 1240175,1244692, 1245772, 1239065, 1239074, 1239066, 1239068, 1242252, 1242289,1242253, 1239655, 1239671, 1239674, 1239687, 1239662, 1239663, 1244023,1244013, 1239269, 1239271, 1239273, 1239277, 1240881, 1240884, 1245794,1242970, 1240709, 1240710, 1240712, 1239972, 1239978, 1241786, 1241790,1240572, 1240573, 1240576, 1240580, 1239759, 1239761, 1239809, 1245274,1245277, 1245281, 1245282, 1241165, 1244700, 1242555, 1242557, 1242560,1240718, 1242338, 1241826, 1241838, 1239344, 1239353, 1239376, 1239348,1245744, 1245745, 1244048, 1244049, 1244050, 1244053, 1245207, 1245208,1245210, 1245659, 1245676, 1245662, 1245663, 1240112, 1240113, 1240114,1240257, 1240259, 1243987, 1243989, 1245760, 1245761, 1241458, 1241459,1245189, 1245192, 1241818, 1241819, 1239244, 1239253, 1239245, 1239425,1239411, 1239413, 1240616, 1240621, 1242214, 1242216, 1245554, 1245555,1242713, 1245637, 1245643, 1245298, 1245308, 1245326, 1244360, 1244381,1244410, 1243933, 1243938, 1243926, 1241746, 1245763, 1245764, 1245765,1245766, 1245768, and 1245769. To date, the greatest number of saidpreferred yield-plant height trait ratio haplotypes occurring in acommercially released female inbred is 117, wherein the inbred is 83DIQ8and the 117 preferred haplotypes are: 1239058, 1239068, 1239148,1239210, 1239245, 1239271, 1239340, 1239353, 1239411, 1239490, 1239653,1239846, 1239866, 1240029, 1240114, 1240175, 1240181, 1240263, 1240281,1240415, 1240454, 1240484, 1240572, 1240596, 1240670, 1240679, 1240709,1240800, 1240881, 1240906, 1240924, 1240935, 1241088, 1241099, 1241220,1241447, 1241458, 1241471, 1241564, 1241580, 1241786, 1241818, 1241838,1241872, 1241885, 1242115, 1242136, 1242149, 1242169, 1242214, 1242253,1242338, 1242367, 1242510, 1242550, 1242639, 1242663, 1242692, 1242785,1242869, 1242928, 1242934, 1242954, 1242970, 1242982, 1242988, 1243051,1243112, 1243135, 1243218, 1243261, 1243315, 1243346, 1243375, 1243420,1243607, 1243623, 1243790, 1243862, 1243917, 1243967, 1243979, 1243987,1243999, 1244009, 1244013, 1244048, 1244077, 1244095, 1244106, 1244190,1244274, 1244316, 1244501, 1244525, 1244644, 1244954, 1244998, 1245074,1245120, 1245189, 1245208, 1245274, 1245298, 1245360, 1245411, 1245554,1245564, 1245637, 1245662, 1245744, 1245760, 1245763, 1245772, 1245794,1245881, and 1245929.

For a preferred yield-moisture trait ratio, the following 676 preferredhaplotypes were identified in female corn inbreds: 1240341, 1240348,1240353, 1240365, 1240373, 1240386, 1240335, 1244946, 1244963, 1244948,1244998, 1245007, 1245011, 1245014, 1245051, 1242130, 1242131, 1242132,1242134, 1245110, 1245111, 1245112, 1245114, 1240910, 1240904, 1240909,1244805, 1244815, 1244818, 1244826, 1244846, 1242719, 1242728, 1242731,1242734, 1242738, 1242721, 1242764, 1241207, 1241219, 1241220, 1241234,1244631, 1244641, 1244643, 1244644, 1244657, 1244633, 1244635, 1238977,1238987, 1238988, 1239022, 1239028, 1245362, 1242931, 1243958, 1243959,1245709, 1240029, 1241344, 1241346, 1241347, 1243714, 1243717, 1243724,1243705, 1243710, 1239155, 1239172, 1239156, 1239181, 1239158, 1239198,1239210, 1242365, 1242367, 1242400, 1242368, 1244274, 1244285, 1244276,1244526, 1244527, 1243862, 1243871, 1243873, 1243877, 1243863, 1243882,1243904, 1239494, 1239496, 1240415, 1240416, 1241563, 1241565, 1241567,1241568, 1243917, 1243918, 1241406, 1241407, 1239842, 1239845, 1239846,1239848, 1244582, 1240428, 1240419, 1240451, 1240454, 1240679, 1240681,1240687, 1244774, 1244776, 1244780, 1240811, 1240813, 1240800, 1240964,1240977, 1240966, 1241001, 1240971, 1243373, 1243382, 1243375, 1245118,1245120, 1245125, 1239147, 1239148, 1241605, 1241621, 1241607, 1241608,1240261, 1240262, 1240263, 1240264, 1240265, 1240266, 1242881, 1242869,1245557, 1245558, 1240248, 1240250, 1240252, 1240254, 1239340, 1239341,1243999, 1244000, 1244001, 1244502, 1244504, 1239968, 1239969, 1244063,1244064, 1244065, 1241571, 1241573, 1244900, 1244901, 1244902, 1244907,1243110, 1243120, 1243112, 1243116, 1239652, 1239653, 1243786, 1243796,1243797, 1239542, 1239533, 1239539, 1239540, 1242219, 1242220, 1242221,1242225, 1242226, 1242227, 1239981, 1239985, 1244168, 1244171, 1240481,1240492, 1240493, 1240495, 1240484, 1242686, 1242690, 1242691, 1242692,1245718, 1245720, 1245721, 1245725, 1244300, 1244316, 1244305, 1241580,1241593, 1241584, 1241585, 1241428, 1241438, 1241442, 1241447, 1241430,1241436, 1242932, 1242942, 1242934, 1242935, 1243209, 1243215, 1243216,1240932, 1240935, 1245511, 1245513, 1240241, 1240242, 1240246, 1241694,1241696, 1241697, 1239403, 1239405, 1238906, 1238916, 1238934, 1238959,1244187, 1244189, 1239312, 1239321, 1239320, 1240668, 1240670, 1240671,1240106, 1240107, 1243051, 1243070, 1243080, 1243056, 1243057, 1243059,1243531, 1243540, 1243554, 1243566, 1243596, 1243538, 1242065, 1242115,1240118, 1241885, 1241906, 1241887, 1241924, 1244892, 1244894, 1245404,1239034, 1243489, 1244887, 1244888, 1245918, 1245919, 1245923, 1242628,1242629, 1243968, 1243970, 1243972, 1243974, 1239572, 1239582, 1239583,1239585, 1239574, 1239623, 1239577, 1245562, 1245575, 1245584, 1245564,1245595, 1245565, 1242424, 1242432, 1241112, 1241124, 1241626, 1241634,1243428, 1243436, 1243444, 1243419, 1240179, 1240192, 1240194, 1240184,1240923, 1240924, 1240925, 1240926, 1245081, 1245090, 1245085, 1245087,1245089, 1242986, 1242995, 1243001, 1242988, 1243018, 1243036, 1243042,1242994, 1244438, 1244439, 1244440, 1244441, 1244006, 1244007, 1244009,1244095, 1244096, 1244097, 1242537, 1242546, 1242550, 1242540, 1242543,1242545, 1245411, 1245422, 1245413, 1245447, 1242797, 1242787, 1242790,1241035, 1241045, 1241027, 1241071, 1241030, 1240036, 1241956, 1241958,1241960, 1242952, 1242954, 1244872, 1244875, 1244200, 1244220, 1244202,1244235, 1240713, 1240714, 1244918, 1245914, 1245916, 1239856, 1243854,1245927, 1245929, 1245930, 1242662, 1242675, 1243608, 1243609, 1243610,1242161, 1242150, 1242151, 1242155, 1242156, 1245197, 1245199, 1245200,1245203, 1244588, 1244602, 1244596, 1239058, 1239059, 1239062, 1239868,1239870, 1239876, 1241870, 1241871, 1241874, 1240676, 1240677, 1242632,1242642, 1242633, 1242639, 1242640, 1242497, 1242512, 1243259, 1243273,1243274, 1243261, 1243292, 1244118, 1244119, 1244131, 1244108, 1244113,1241699, 1241702, 1241706, 1245881, 1245882, 1245883, 1245885, 1243362,1243351, 1243352, 1243355, 1242982, 1242983, 1245073, 1245075, 1245076,1245077, 1240016, 1240664, 1240665, 1240666, 1243846, 1243847, 1243632,1243652, 1241461, 1241471, 1241473, 1241485, 1241487, 1241531, 1242654,1242655, 1243318, 1243322, 1242169, 1242171, 1242172, 1245819, 1245828,1245846, 1245822, 1245823, 1245824, 1239325, 1239327, 1239328, 1239330,1243135, 1243146, 1243149, 1243137, 1243977, 1243979, 1243981, 1241271,1241284, 1241273, 1241307, 1241274, 1241278, 1239893, 1239915, 1239895,1245237, 1245251, 1245238, 1245245, 1244077, 1244079, 1244080, 1244082,1244083, 1240108, 1240109, 1240699, 1241093, 1241094, 1241090, 1240598,1240601, 1240590, 1244196, 1244197, 1244198, 1242055, 1242033, 1242062,1242034, 1242037, 1242039, 1244690, 1244691, 1244692, 1245773, 1239065,1239074, 1239066, 1239067, 1239097, 1239068, 1242250, 1242261, 1242272,1242289, 1242253, 1239666, 1239671, 1239674, 1239675, 1239657, 1239662,1239663, 1244023, 1244013, 1244017, 1239269, 1239280, 1239271, 1239277,1245180, 1245889, 1245891, 1240881, 1240884, 1244881, 1239335, 1240709,1240710, 1239972, 1239974, 1239976, 1239979, 1241784, 1241798, 1241787,1240582, 1240573, 1240576, 1240580, 1239748, 1239761, 1239778, 1239809,1245274, 1245277, 1245279, 1245282, 1241155, 1241165, 1241177, 1244697,1244707, 1244699, 1244700, 1244705, 1242555, 1242568, 1242570, 1242557,1240716, 1240726, 1240734, 1240747, 1240718, 1242330, 1242341, 1242338,1241848, 1241828, 1239344, 1239353, 1239365, 1239376, 1239348, 1245742,1245747, 1244051, 1244053, 1245207, 1245209, 1245210, 1245659, 1245676,1245661, 1245662, 1245663, 1245799, 1245802, 1240112, 1240113, 1240257,1240259, 1243987, 1243988, 1243989, 1245759, 1245760, 1245761, 1241458,1241459, 1245189, 1245190, 1245192, 1243614, 1241818, 1241819, 1239244,1239262, 1239245, 1239247, 1239416, 1239423, 1240615, 1240616, 1240619,1240621, 1240622, 1242214, 1242216, 1245554, 1245555, 1245272, 1245273,1242711, 1242712, 1242713, 1245637, 1245308, 1245299, 1244349, 1244360,1244365, 1244350, 1244381, 1244410, 1244356, 1243920, 1243938, 1243921,1243951, 1241736, 1241745, 1241746, 1241718, 1245763, 1245764, 1245765,1245768, and 1245769. To date, the greatest number of saidyield-moisture trait ratio preferred haplotypes occurring incommercially released female inbreds is 168, wherein the 168 preferredhaplotypes in 87DUA5 are: 1238906, 1239022, 1239034, 1239062, 1239074,1239147, 1239156, 1239247, 1239271, 1239320, 1239325, 1239335, 1239341,1239365, 1239416, 1239542, 1239572, 1239653, 1239657, 1239748, 1239842,1239870, 1239969, 1239976, 1239981, 1240029, 1240106, 1240109, 1240113,1240246, 1240250, 1240259, 1240265, 1240335, 1240415, 1240419, 1240481,1240598, 1240615, 1240666, 1240670, 1240676, 1240687, 1240699, 1240713,1240726, 1240800, 1240881, 1240909, 1240924, 1240935, 1240966, 1241030,1241090, 1241094, 1241155, 1241220, 1241274, 1241347, 1241406, 1241436,1241459, 1241485, 1241567, 1241573, 1241580, 1241607, 1241626, 1241694,1241699, 1241746, 1241819, 1241874, 1241924, 1241958, 1242033, 1242065,1242132, 1242156, 1242172, 1242214, 1242226, 1242253, 1242338, 1242367,1242424, 1242537, 1242570, 1242629, 1242640, 1242654, 1242686, 1242712,1242734, 1242934, 1242954, 1242982, 1242988, 1243059, 1243110, 1243135,1243274, 1243322, 1243375, 1243489, 1243540, 1243608, 1243846, 1243862,1243917, 1243959, 1243968, 1243979, 1243987, 1244001, 1244006, 1244013,1244083, 1244097, 1244119, 1244171, 1244187, 1244196, 1244220, 1244274,1244300, 1244365, 1244438, 1244504, 1244527, 1244588, 1244644, 1244692,1244699, 1244815, 1244875, 1244887, 1244900, 1244948, 1245051, 1245075,1245110, 1245120, 1245192, 1245199, 1245210, 1245251, 1245272, 1245274,1245299, 1245404, 1245411, 1245554, 1245557, 1245562, 1245662, 1245709,1245742, 1245759, 1245763, 1245773, 1245799, 1245822, 1245881, 1245889,1245916, 1245919, and 1245929; and the 168 preferred haplotypes in LH244and are: 1238916, 1238988, 1239034, 1239058, 1239097, 1239147, 1239198,1239245, 1239269, 1239312, 1239325, 1239335, 1239341, 1239344, 1239403,1239623, 1239652, 1239663, 1239748, 1239842, 1239856, 1239868, 1239895,1239968, 1239974, 1239985, 1240016, 1240029, 1240036, 1240106, 1240109,1240112, 1240118, 1240194, 1240254, 1240257, 1240266, 1240386, 1240415,1240451, 1240493, 1240615, 1240666, 1240668, 1240677, 1240679, 1240699,1240709, 1240714, 1240734, 1240800, 1240881, 1240925, 1240932, 1240966,1241071, 1241093, 1241112, 1241155, 1241207, 1241284, 1241436, 1241458,1241531, 1241571, 1241585, 1241621, 1241696, 1241699, 1241818, 1241870,1241887, 1241956, 1242132, 1242151, 1242216, 1242219, 1242261, 1242330,1242497, 1242568, 1242629, 1242642, 1242654, 1242662, 1242691, 1242711,1242764, 1242787, 1242932, 1242952, 1242983, 1243018, 1243057, 1243120,1243146, 1243209, 1243292, 1243352, 1243375, 1243428, 1243489, 1243538,1243614, 1243652, 1243786, 1243846, 1243854, 1243882, 1243917, 1243951,1243959, 1243972, 1243981, 1243987, 1244001, 1244017, 1244065, 1244080,1244095, 1244108, 1244187, 1244196, 1244202, 1244274, 1244305, 1244410,1244439, 1244502, 1244588, 1244631, 1244690, 1244707, 1244776, 1244872,1244887, 1244892, 1244946, 1245051, 1245073, 1245090, 1245112, 1245120,1245192, 1245207, 1245238, 1245272, 1245274, 1245362, 1245404, 1245413,1245511, 1245554, 1245557, 1245584, 1245637, 1245659, 1245709, 1245720,1245742, 1245759, 1245763, 1245799, 1245828, 1245885, 1245889, 1245914,and 1245927.

For a preferred yield-plant height trait ratio, the following 707preferred haplotypes were identified in male corn inbreds: 1240342,1240346, 1240331, 1240352, 1240354, 1240334, 1244957, 1244947, 1244971,1244973, 1244988, 1244950, 1244951, 1245009, 1245034, 1245038, 1245003,1245006, 1242130, 1242134, 1242135, 1242136, 1245111, 1245112, 1240910,1240911, 1240902, 1240903, 1244815, 1244810, 1242730, 1242720, 1242722,1242724, 1241217, 1241208, 1241209, 1241241, 1241211, 1241215, 1244640,1244632, 1238986, 1239002, 1239003, 1238980, 1238983, 1238985, 1245370,1245361, 1245362, 1245367, 1245368, 1242928, 1243959, 1243961, 1245709,1245710, 1245711, 1245714, 1245717, 1240033, 1241350, 1243712, 1243715,1243721, 1243755, 1243708, 1243710, 1239164, 1239167, 1239172, 1239159,1242375, 1242366, 1242387, 1242372, 1242373, 1244274, 1244285, 1244277,1244278, 1244279, 1243133, 1243134, 1244540, 1244529, 1243863, 1243865,1243866, 1239505, 1239491, 1239494, 1239495, 1239497, 1239569, 1239570,1242968, 1242969, 1240707, 1244517, 1244519, 1241563, 1241566, 1244159,1244160, 1244161, 1241409, 1241411, 1241412, 1239842, 1239844, 1239845,1244582, 1244583, 1244586, 1240431, 1240418, 1240437, 1240421, 1240424,1240679, 1240682, 1240684, 1244774, 1244778, 1244780, 1244781, 1240824,1240835, 1240802, 1240803, 1240804, 1240972, 1243373, 1243386, 1243392,1243401, 1243378, 1243381, 1245133, 1245154, 1245122, 1245124, 1239147,1241610, 1240265, 1242880, 1242881, 1242874, 1240248, 1240250, 1239339,1239343, 1244001, 1244502, 1244504, 1244505, 1244064, 1244065, 1241571,1241572, 1241573, 1241574, 1241577, 1244900, 1244901, 1244905, 1244907,1243110, 1243112, 1243113, 1243116, 1243118, 1239654, 1243795, 1243788,1243825, 1243789, 1243790, 1243792, 1239532, 1239534, 1239536, 1239540,1242237, 1242221, 1242222, 1242224, 1239739, 1239740, 1239981, 1239990,1239982, 1239985, 1239987, 1244170, 1244175, 1240481, 1240490, 1240513,1240518, 1240484, 1240485, 1240488, 1242696, 1242700, 1242689, 1245728,1245736, 1245725, 1244300, 1244301, 1244304, 1241581, 1241437, 1241440,1241452, 1241430, 1241431, 1241433, 1241434, 1242943, 1242934, 1242935,1242938, 1243224, 1243232, 1243214, 1240935, 1240937, 1245521, 1245530,1245513, 1245514, 1245516, 1240241, 1240243, 1240245, 1239405, 1239406,1238917, 1238922, 1238926, 1238927, 1238933, 1238938, 1238910, 1244507,1244508, 1244509, 1244187, 1244188, 1244189, 1244190, 1244191, 1244192,1244194, 1239312, 1239313, 1239315, 1239316, 1240669, 1240671, 1245499,1245500, 1245502, 1245503, 1244272, 1244273, 1243070, 1243052, 1243057,1243058, 1243546, 1243553, 1243592, 1243539, 1242074, 1242066, 1242069,1242073, 1240117, 1240152, 1240124, 1241899, 1244891, 1244895, 1245405,1245406, 1245408, 1239043, 1239048, 1239035, 1239037, 1243505, 1243490,1243510, 1243511, 1243493, 1243495, 1244889, 1244890, 1245917, 1245923,1243968, 1243969, 1243970, 1243974, 1239573, 1239603, 1239576, 1239577,1245572, 1245574, 1245598, 1245565, 1245568, 1245569, 1242424, 1242433,1242444, 1242451, 1242455, 1242426, 1242428, 1242431, 1241112, 1241121,1241106, 1241627, 1241651, 1241634, 1243417, 1243430, 1243431, 1243447,1243448, 1243421, 1240196, 1240197, 1240199, 1240182, 1240923, 1240924,1240926, 1242989, 1243033, 1242994, 1245296, 1245297, 1244007, 1244008,1244095, 1244097, 1244098, 1244099, 1244101, 1242538, 1245420, 1245437,1245416, 1245417, 1242795, 1242800, 1242786, 1241036, 1241037, 1241046,1241048, 1241062, 1241029, 1241030, 1240036, 1240046, 1240037, 1240072,1240082, 1240041, 1240042, 1241967, 1241970, 1241971, 1241974, 1241958,1241961, 1242954, 1242956, 1242960, 1244872, 1240280, 1240289, 1240293,1240275, 1240276, 1244216, 1244218, 1244204, 1244207, 1240713, 1240714,1244923, 1244913, 1244914, 1244915, 1244917, 1245915, 1239856, 1243857,1245928, 1245930, 1242664, 1242666, 1242667, 1243609, 1243612, 1243613,1242163, 1242151, 1242153, 1242157, 1245197, 1245200, 1244588, 1244607,1244589, 1244592, 1244593, 1239059, 1239877, 1239883, 1239869, 1239889,1239871, 1239873, 1239874, 1239876, 1241880, 1241874, 1241875, 1241876,1242649, 1242635, 1242638, 1242639, 1242640, 1242508, 1242513, 1242498,1242502, 1242503, 1242504, 1243269, 1243282, 1243285, 1243262, 1243263,1243264, 1244110, 1244112, 1244113, 1241700, 1241702, 1245882, 1245883,1245884, 1245885, 1245886, 1243346, 1243356, 1243349, 1243350, 1243351,1245072, 1245074, 1245076, 1245814, 1245815, 1240008, 1240011, 1240012,1240013, 1240666, 1243846, 1243847, 1243848, 1243850, 1240638, 1240640,1240647, 1240630, 1240652, 1240633, 1243623, 1243646, 1243629, 1241475,1241462, 1241490, 1241468, 1242655, 1242656, 1243326, 1243321, 1243322,1242170, 1242197, 1242208, 1242175, 1245838, 1245862, 1245827, 1239326,1243157, 1243138, 1243142, 1241282, 1239893, 1239903, 1239895, 1239934,1239897, 1245250, 1245257, 1245245, 1244080, 1240108, 1240109, 1240699,1240700, 1240599, 1240601, 1240603, 1240590, 1240593, 1240596, 1241949,1241950, 1242040, 1242034, 1242036, 1239234, 1239226, 1239228, 1240175,1240176, 1245782, 1245775, 1239065, 1239082, 1239066, 1239096, 1239102,1239068, 1239123, 1242262, 1242251, 1242271, 1242278, 1242285, 1242293,1242309, 1242311, 1242256, 1242257, 1244444, 1244456, 1244461, 1244445,1244486, 1244449, 1239676, 1239686, 1239659, 1239713, 1244020, 1244014,1244015, 1244017, 1244018, 1239278, 1239281, 1239273, 1245180, 1245181,1245899, 1245891, 1245893, 1245894, 1240882, 1240887, 1240889, 1241820,1241821, 1241822, 1245795, 1245796, 1245797, 1242970, 1242973, 1242974,1242975, 1240709, 1240711, 1241794, 1241802, 1241787, 1241788, 1241790,1240581, 1240573, 1240574, 1240575, 1240580, 1239758, 1239749, 1239810,1245275, 1245276, 1245277, 1241195, 1241159, 1244712, 1244713, 1244715,1244698, 1244729, 1244751, 1244702, 1242567, 1242556, 1242561, 1240727,1240742, 1240775, 1240723, 1242344, 1242331, 1242332, 1241838, 1241828,1241829, 1239353, 1239370, 1239347, 1239389, 1245743, 1245744, 1245745,1245747, 1245750, 1244049, 1245208, 1245211, 1245214, 1245216, 1245665,1245666, 1245810, 1245801, 1245802, 1245805, 1240258, 1240259, 1243992,1245190, 1242780, 1242781, 1243615, 1239244, 1239251, 1239434, 1244934,1244935, 1244936, 1244937, 1244940, 1244941, 1240618, 1245554, 1245555,1245272, 1245273, 1242711, 1242712, 1245648, 1245649, 1245640, 1245641,1245642, 1245644, 1245645, 1245310, 1245299, 1245301, 1245303, 1245305,1244350, 1244370, 1244379, 1241721, 1241730, 1241712, 1241713, 1241714,1245764, and 1245765. To date, the greatest number of said preferredyield-plant height trait ratio haplotypes occurring in a commerciallyreleased male inbred is 127, wherein the inbred is 5750 and the 127preferred haplotypes are: 1238926, 1238983, 1239037, 1239059, 1239096,1239147, 1239159, 1239244, 1239278, 1239313, 1239339, 1239405, 1239497,1239536, 1239569, 1239573, 1239713, 1239740, 1239874, 1239987, 1240109,1240176, 1240199, 1240241, 1240259, 1240280, 1240331, 1240421, 1240490,1240575, 1240671, 1240707, 1240713, 1240723, 1240882, 1240902, 1240972,1241036, 1241112, 1241159, 1241215, 1241430, 1241475, 1241572, 1241581,1241634, 1241712, 1241788, 1241821, 1241970, 1242069, 1242135, 1242153,1242175, 1242222, 1242309, 1242387, 1242433, 1242502, 1242561, 1242649,1242712, 1242780, 1242874, 1242928, 1242935, 1242954, 1242969, 1243113,1243134, 1243214, 1243269, 1243447, 1243493, 1243615, 1243623, 1243710,1243792, 1243847, 1243863, 1243969, 1244001, 1244007, 1244015, 1244049,1244064, 1244080, 1244095, 1244159, 1244188, 1244272, 1244279, 1244301,1244350, 1244445, 1244509, 1244593, 1244702, 1244774, 1244905, 1244913,1244935, 1245006, 1245074, 1245180, 1245190, 1245208, 1245273, 1245277,1245297, 1245303, 1245367, 1245406, 1245416, 1245500, 1245554, 1245598,1245644, 1245710, 1245743, 1245764, 1245795, 1245815, 1245884, 1245915,1245917, and 1245928.

For a preferred yield-moisture trait ratio, the following 973 preferredhaplotypes were identified in male corn inbreds: 1244629, 1240342,1240346, 1240331, 1240349, 1240354, 1240334, 1240336, 1240337, 1244955,1244957, 1244958, 1244964, 1244971, 1244973, 1244948, 1244976, 1244951,1245015, 1245034; 1245038, 1245002, 1245003, 1245006, 1242130, 1242131,1242133, 1242134, 1242135, 1245111, 1245112, 1240910, 1240911, 1240904,1240909, 1244815, 1244806, 1244808, 1244811, 1242730, 1242720, 1242724;1241217, 1241224, 1241226, 1241208, 1241241, 1241211, 1241212, 1241215,1244632, 1244658, 1244634, 1244635, 1244637, 1244639, 1238986, 1238993,1238978, 1239002, 1239003, 1238980, 1238982, 1238983, 1238985, 1245370,1245361, 1245362, 1245363, 1245367, 1245368, 1242928, 1242929, 1242931,1243958, 1243959, 1243962, 1245709, 1245710, 1245711, 1245714, 1240031,1240033, 1241356, 1241345, 1241349, 1241350, 1243712, 1243715, 1243721,1243704, 1243727, 1243755, 1243710, 1243711, 1239167, 1239171, 1239172,1239156, 1239159, 1239209, 1242375, 1242379, 1242383, 1242366, 1242385,1242387, 1242410, 1242371, 1242372, 1242373, 1244285, 1244275, 1244276,1244279, 1243133, 1243134, 1244534, 1244555, 1244529, 1244530, 1244531,1243877, 1243864, 1243901, 1243865, 1243866, 1243867, 1239500, 1239501,1239506, 1239508, 1239491, 1239493, 1239494, 1239497, 1239569, 1239570,1242968, 1242969, 1240707, 1244515, 1244516, 1244519, 1241565, 1241567,1243917, 1243918, 1244159, 1244160, 1244161, 1244164, 1244166, 1241406,1241415, 1241417, 1241407, 1241408, 1241409, 1241410, 1241411, 1239842,1239843, 1239845, 1239846, 1244582, 1244584, 1244587, 1240431, 1240437,1240439, 1240421, 1240424, 1240679, 1240680, 1240682, 1240684, 1240685,1240687, 1244783, 1244784, 1244779, 1244781, 1240812, 1240820, 1240824,1240835, 1240802, 1240803, 1240964, 1240998, 1240967, 1241015, 1243373,1243383, 1243386, 1243392, 1243399, 1243376, 1243381, 1245131, 1245133,1245119, 1245122, 1245124, 1245126, 1239147, 1239149, 1239150, 1241605,1241609, 1241610, 1240262, 1240263, 1240264, 1240265, 1240266, 1242881,1242870, 1242871, 1242874, 1245557, 1240248, 1240249, 1240250, 1240251,1240252, 1240253, 1239342, 1244000, 1244001, 1244502, 1244503, 1244504,1244505, 1241571, 1241572, 1241573, 1241574, 1244900, 1244902, 1244903,1244906, 1244907, 1243110, 1243122, 1243112, 1243115, 1243116, 1243117,1243795, 1243787, 1243788, 1243825, 1243789, 1243790, 1243792, 1239532,1239533, 1239559, 1239534, 1239536, 1239537, 1242237, 1242220, 1242221,1242222, 1242224, 1242226, 1239737, 1239738, 1239739, 1239740, 1239745,1239981, 1239990, 1239983, 1239985, 1239987, 1244168, 1244180, 1244169,1244170, 1244175, 1240481, 1240490, 1240521, 1240484, 1240485, 1240487,1240488, 1242696, 1242687, 1242688, 1242689, 1242690, 1242691, 1245719,1245724, 1245725, 1244300, 1244311, 1244301, 1244302, 1244304, 1241591,1241583, 1241584, 1241588, 1241437, 1241440, 1241441, 1241432, 1241433,1241434, 1242943, 1242933, 1242935, 1242938, 1243218, 1243210, 1243234,1243211, 1243242, 1243213, 1243214, 1243217, 1240948, 1240933, 1240934,1240937, 1245530, 1245513, 1245516, 1240241, 1240243, 1239403, 1239404,1239406, 1238917, 1238922, 1238926, 1238907, 1238927, 1238933, 1238938,1238908, 1238909, 1238912, 1244508, 1244509, 1244187, 1244188, 1244189,1244190, 1244192, 1244801, 1244802, 1244803, 1239313, 1239314, 1239315,1239316, 1240668, 1240669, 1240670, 1240671, 1245499, 1245500, 1245502,1245503, 1245505, 1244272, 1244273, 1243068, 1243070, 1243052, 1243081,1243054, 1243546, 1243553, 1243534, 1243535, 1243592, 1243539,12420740242077, 1242066, 1242069, 1242071, 1242073, 1240127, 1240117,1240142, 1240152, 1240120, 1240123, 1240124, 1241899, 1244891, 1244894,1244895, 1245405, 1245406, 1245407, 1245408, 1239034, 1239043, 1239048,1239035, 1239037, 1243502, 1243505, 1243510, 1243493, 1243495, 1244888,1244889, 1244890, 1245917, 1245920, 1245923, 1243967, 1243968, 1243969,1243970, 1243974, 1239581, 1239590, 1239573, 1239603, 1239624, 1239577,1239578, 1245572, 1245574, 1245589, 1245598, 1245565, 1245566, 1245567,1245569, 1242424, 1242433, 1242444, 1242451, 1242426, 1242464, 1242427,1242428, 1242431, 1241099, 1241110, 1241112, 1241121, 1241124, 1241101,1241102, 1241106, 1241107, 1241635, 1241637, 1241627, 1241647, 1241651,1241629, 1243417, 1243441, 1243447, 1243448, 1243463, 1243424, 1240189,1240196, 1240197, 1240180, 1240184, 1240185, 1240922, 1240923, 1240924,1245091, 1245083, 1245087, 1242987, 1242989, 1243033, 1242992, 1242994,1245296, 1245297, 1244438, 1244439, 1244440, 1244441, 1244007, 1244095,1244097, 1244098, 1244101, 1242537, 1242548, 1242538, 1242540, 1242541,1242542, 1245420, 1245412, 1242795, 1242800, 1242786, 1242793, 1241037,1241046, 1241048, 1241062, 1241029, 1241030, 1241031, 1240036, 1240037,1240072, 1240082, 1240041, 1240042, 1240043, 1241971, 1241974, 1241957,1241983, 1241958, 1241961, 1242953, 1242954, 1242955, 1242956, 1242960,1244872, 1240279, 1240280, 1240289, 1240293, 1240272, 1240274, 1240275,1244211, 1244216, 1244218, 1244201, 1244226, 1244202, 1244238, 1244203,1240713, 1240714, 1244921, 1244913, 1244915, 1244917, 1244918, 1244919,1239856, 1239857, 1239859, 1243855, 1243857, 1243859, 1245927, 1245928,1245929, 1245930, 1245931, 1242662, 1242663, 1242664, 1242665, 1242666,1242667, 1243607, 1243608, 1243609, 1243612, 1243613, 1242159, 1242162,1242163, 1242151, 1242152, 1242153, 1242154, 1242157, 1245197, 1245198,1245199, 1245200, 1245203, 1244588, 1244606, 1244607, 1244589, 1244590,1244591, 1244592, 1244593, 1239058, 1239059, 1239060, 1239061, 1239885,1239871, 1239873, 1239874, 1239876, 1241880, 1241871, 1241873, 1241874,1241876, 1240676, 1240677, 1240678, 1242649, 1242633, 1242635, 1242636,1242637, 1242638, 1242639, 1242640, 1242506, 1242508, 1242513, 1242498,1242502, 1242503, 1242504, 1243277, 1243282, 1243285, 1243262, 1243264,1243265, 1244115, 1244116, 1244107, 1244130, 1244110, 1244112, 1244113,1241699, 1241700, 1241702, 1245882, 1245883, 1245885, 1243356, 1243347,1243348, 1243349, 1243350, 1243351, 1243352, 1242982, 1242984, 1244003,1244004, 1245073, 1245074, 1245075, 1245076, 1245814, 1245816, 1240018,1240009, 1240011, 1240012, 1240665, 1240666, 1243846, 1243847, 1243848,1243850, 1242681, 1242682, 1240638, 1240640, 1240641, 1240655, 1243623,1243633, 1243624, 1243662, 1243628, 1243629, 1241472, 1241475, 1241462,1241482, 1241520, 1241468, 1242654, 1242656, 1242658, 1242659, 1243328,1243340, 1243317, 1243320, 1243321, 1243322, 1242170, 1242197, 1245838,1245862, 1245824, 1245827, 1239326, 1239327, 1243157, 1243170, 1243172,1243138, 1243185, 1243139, 1241282, 1241288, 1241289, 1241300, 1241306,1241274, 1239902, 1239904, 1239914, 1239895, 1239934, 1239897, 1245250,1245251, 1245253, 1245255, 1245238, 1245257, 1245239, 1245245, 1244077,1244078, 1244080, 1244081, 1244082, 1240108, 1240109, 1240701, 1241093,1241094, 1241088, 1241089, 1241090, 1240589, 1240599, 1240601, 1240603,1240593, 1240596, 1240597, 1241950, 1241951, 1241952, 1242037, 1242039,1239237, 1239240, 1239224, 1239226, 1239228, 1240174, 1240175, 1240176,1245782, 1245773, 1245775, 1239066, 1239098, 1239068, 1239069, 1239123,1242262, 1242271, 1242278, 1242293, 1242311, 1242256, 1242257, 1244444,1244456, 1244461, 1244467, 1244449, 1239666, 1239656, 1239676, 1239686,1239659, 1239713, 1244020, 1244012, 1244015, 1244017, 1244018, 1244019,1239278, 1239281, 1239270, 1239272, 1239273, 1245179, 1245180, 1245181,1245899, 1245892, 1240881, 1240884, 1240886, 1241821, 1241822, 1245794,1245795, 1245796, 1242981, 1242971, 1242972, 1242974, 1242976, 1239334,1239336, 1241794, 1241802, 1241787, 1241788, 1241790, 1240581, 1240573,1240574, 1240575, 1240576, 1240580, 1239758, 1239749, 1239750, 1239751,1239810, 1245275, 1245276, 1245277, 1245278, 1241157, 1241195, 1241159,1244712, 1244713, 1244698, 1244729, 1244700, 1244751, 1244702, 1242567,1242561, 1240742, 1240752, 1240760, 1240719, 1240720, 1240775, 1240723,1242340, 1242344, 1242331, 1242358, 1242332, 1242335, 1242337, 1241828,1241830, 1241832, 1239353, 1239357, 1239370, 1239347, 1239389, 1245743,1245744, 1245745, 1245749, 1245750, 1244048, 1244053, 1244055, 1245208,1245211, 1245212, 1245214, 1245216, 1245660, 1245661, 1245695, 1245665,1245801, 1245804, 1245805, 1240112, 1240113, 1240114, 1240115, 1243992,1243993, 1245190, 1245192, 1242779, 1242781, 1243616, 1243617, 1239244,1239245, 1239246, 1239248, 1239416, 1239430, 1239434, 1239419, 1239420,1239424, 1242708, 1242709, 1240169, 1240171, 1244935, 1244936, 1244937,1244940, 1244941, 1240617, 1240618, 1242214, 1242215, 1242216, 1245554,1245555, 1245272, 1245273, 1242714, 1242715, 1242717, 1245648, 1245649,1245638, 1245640, 1245642, 1245645, 1245310, 1245299, 1245301, 1245303,1245305, 1244350, 1244370, 1244379, 1244354, 1243921, 1243922, 1243924,1241713, 1241714, 1245764, and 1245769. To date, the greatest number ofsaid preferred yield-moisture trait ratio haplotypes occurring in acommercially released male inbred is 176, wherein the inbred is 19HGZ1and the 176 preferred haplotypes are: 1238927, 1238986, 1239043,1239059, 1239147, 1239172, 1239226, 1239246, 1239273, 1239315, 1239336,1239357, 1239419, 1239532, 1239569, 1239666, 1239737, 1239750, 1239846,1239856, 1239871, 1239981, 1240009, 1240031, 1240041, 1240109, 1240113,1240117, 1240171, 1240174, 1240241, 1240252, 1240266, 1240289, 1240354,1240424, 1240485, 1240574, 1240601, 1240617, 1240665, 1240669, 1240676,1240680, 1240707, 1240713, 1240720, 1240824, 1240881, 1240911, 1240933,1241046, 1241088, 1241102, 1241157, 1241226, 1241289, 1241345, 1241408,1241572, 1241583, 1241629, 1241700, 1241787, 1241821, 1241828, 1241871,1241951, 1241974, 1242066, 1242130, 1242154, 1242215, 1242221, 1242271,1242332, 1242383, 1242427, 1242503, 1242537, 1242633, 1242654, 1242663,1242682, 1242690, 1242708, 1242714, 1242720, 1242786, 1242928, 1242935,1242954, 1242969, 1242974, 1242982, 1242989, 1243068, 1243115, 1243134,1243138, 1243211, 1243317, 1243349, 1243386, 1243502, 1243534, 1243608,1243727, 1243787, 1243847, 1243855, 1243864, 1243917, 1243921, 1243958,1243967, 1244000, 1244004, 1244007, 1244080, 1244110, 1244159, 1244175,1244188, 1244218, 1244273, 1244300, 1244350, 1244438, 1244456, 1244505,1244509, 1244515, 1244582, 1244590, 1244629, 1244634, 1244700, 1244784,1244802, 1244808, 1244889, 1244891, 1244903, 1244913, 1244936, 1244964,1245002, 1245073, 1245111, 1245119, 1245180, 1245190, 1245203, 1245211,1245238, 1245273, 1245276, 1245296, 1245299, 1245361, 1245407, 1245412,1245503, 1245555, 1245557, 1245565, 1245648, 1245724, 1245764, 1245773,1245796, 1245814, 1245824, 1245885 and 1245931.

In addition, the following 81 Monsanto commercially released soybeanvarieties were fingerprinted: A5547, A3244, A3904, A2553, A5959, AG2101,A0868, AG4702, A4459, A3469, AG2903, AG3302, AG3502, AP1275, AGA22802,D10326-52, AG3003, H6255RR, AG0901, AG4902, AG0801, CX284C, AG2703,A2824, AG3201, AG5501, DKB03-51, AG1602, CSR3322, DKB32-51, AG2905,CSRX922, DKB23-51, DKB28-51, AG3902, A4324, CSR3403, DKB31-51, AG4403,DKB37-51, AG1401, AG1701, AG2403, D10325-51, AG4201, AG3903, AG4603,DKB46-51, AG5301, CSRS3433, DKB38-52, DKB20-52, DKB28-52, DKB36-52,AG1102, AG2106, AG2107, AG3101, AG3602, AG3802, AG3905, AG5605, AG5905,AG3202, AG1501, AG2405, AG2801, AG2203, DKB34-51, DKB58-51, DKB07-52,26-02R, A3525, EX927A, EXP125A, EXP2702REN, WP25920, CSR2104, CX075,DKB16-51, A19788. The preferred haplotypes were determined on the basisof haplotype effect estimates for the following key phenotypic traits:yield, maturity, lodging, and plant height. For each trait, a list ofpreferred haplotypes was generated according to ascending criteria; forexample, the best 50, the best 40, and so on to the best 5 haplotypes.This germplasm collection was then surveyed to determine thedistribution of those haplotypes in elite varieties. The results for thecommercially released soybean varieties evaluated for these four keyphenotypic traits are summarized in Table 8. The commercially releasedsoybean varieties containing the greatest number of preferred haplotypesknown to this date to exist in nature are described in Table 9.

TABLE 8 Distribution of preferred haplotypes in a set of elite soybeangermplasm, composed of 81 commercially released soybean varieties.Listed are maximum number of haplotypes in a single variety for eachcriterion (e.g., of top 5 haplotypes, of top 10, and so on) present inthis germplasm for each trait. Yield Maturity Lodging Plant height 5 2 42 3 10 2 4 4 4 20 6 4 6 6 30 6 7 8 8 40 6 10 10 10 50 6 10 13 11

TABLE 9 List of the commercially released soybean varieties that containthe maximum number of preferred haplotypes for each superiority “class”for four different phenotypic traits (yield, moisture, lodging, andplant height). Name Preferred haplotypes present Total preferredhaplotypes YIELD 2:5 A3244 1263534, 1262082 1262140, 1263534, 1262082,AG3502 1263534, 1262082 1262411, 1263994 CX284C 1262140, 1262082 DKB36-1263534, 1262082 52 WP25920 1263534, 1262082 YIELD 2:10 A3244 1263534,1262082 1262140, 1263534, 1262082, AG3502 1263534, 1262082 1262411,1263994, 1264220, CX284C 1262140, 1262082 1264704, 1262403, 1263084,DKB36- 1263534, 1262082 1264607 52 WP25920 1263534, 1262082 YIELD 6:20A4324 1263544, 1262066, 1264076, 1262140, 1263534, 1262082, 1263534,1264607, 1264257 1262411, 1263994, 1264220, AG2903 1263544, 1262066,1262082, 1264704, 1262403, 1263084, 1264607, 1264220, 1264702 1264607,1264076, 1262066, AG3101 1263544, 1262066, 1262082, 1262410, 1264390,1263544, 1264076, 1264607, 1264220 1263999, 1264257, 1261823, AG44031262066, 1262082, 1261823, 1264702, 1264603 1264607, 1264220, 1264257YIELD 6:30 A4324 1263544, 1262066, 1264076, 1262140, 1263534, 1262082,1263534, 1264607, 1264257 1262411, 1263994, 1264220, AG2903 1263544,1262066, 1262082, 1264704, 1262403, 1263084, 1264607, 1264220, 12647021264607, 1264076, 1262066, AG3101 1263544, 1262066, 1262082, 1262410,1264390, 1263544, 1264076, 1264607, 1264220 1263999, 1264257, 1261823,AG4403 1262066, 1262082, 1261823, 1264702, 1264603, 1263717, 1264607,1264220, 1264257 1264740, 1263391, 1262138, 1262086, 1264237, 1264188,1264473, 1262143, 1261808 YIELD 6:40 A4324 1263544, 1262066, 1264076,1262140, 1263534, 1262082, 1263534, 1264607, 1264257 1262411, 1263994,1264220, AG2903 1263544, 1262066, 1262082, 1264704, 1262403, 1263084,1264607, 1264220, 1264702 1264607, 1264076, 1262066, AG3101 1263544,1262066, 1262082, 1262410, 1264390, 1263544, 1264076, 1264607, 12642201263999, 1264257, 1261823, AG4403 1262066, 1262082, 1261823, 1264702,1264603, 1263717, 1264607, 1264220, 1264257 1264740, 1263391, 1262138,1262086, 1264237, 1264188, 1264473, 1262143, 1261808, 1262894, 1264610,1262441, 1264701, 1263533, 1262106, 1264638, 1264078, 1263993, 1262139YIELD 6:50 A4324 1263544, 1262066, 1264076, 1262140, 1263534, 1262082,1263534, 1264607, 1264257 1262411, 1263994, 1264220, AG2903 1263544,1262066, 1262082, 1264704, 1262403, 1263084, 1264607, 1264220, 12647021264607, 1264076, 1262066, AG3101 1263544, 1262066, 1262082, 1262410,1264390, 1263544, 1264076, 1264607, 1264220 1263999, 1264257, 1261823,AG4403 1262066, 1262082, 1261823, 1264702, 1264603, 1263717, 1264607,1264220, 1264257 1264740, 1263391, 1262138, 1262086, 1264237, 1264188,1264473, 1262143, 1261808, 1262894, 1264610, 1262441, 1264701, 1263533,1262106, 1264638, 1264078, 1263993, 1262139, 1262984, 1263155, 1262487,1263696, 1262884, 1264703, 1264551, 1264379 1262220, 1263150 MATURITY4:5 AG0901 1262081, 1263532, 1264608, 1264608, 1264243, 1263532,1262142, 1262142, 1262081 AG1401 1262081, 1263532, 1264608, 1262142MATURITY 4:10 AG0901 1262081, 1263532, 1264608, 1264608, 1264243,1263532, 1262142, 1262142, 1262081, 1261912 AG1401 1262081, 1263532,1264608, 1264707, 1262065, 1261923, 1262142 1262490 AP1275 1262081,1263532, 1264608, 1264707 DKB03- 1262081, 1263532, 1264608, 51 1262065MATURITY 4:20 AG0901 1262081, 1263532, 1264608, 1264608, 1264243,1263532, 1262142, 1262142, 1262081, 1261912, AG1401 1262081, 1263532,1264608, 1264707, 1262065, 1261923, 1262142 1262490, 1264754, 1263996,AP1275 1262081, 1263532, 1264608, 1262494, 1263165, 1263627, 12647071261816, 126368, 1263703, DKB03- 1262081, 1263532, 1264608, 1262321,1262761, 1263984, 51 1262065 126316, 1264739 MATURITY 7:30 A08681262081, 1263532, 1261816, 1264608, 1264243, 1263532, 1262761, 1264608,1262142, 1262081, 1261912, 1262321, 1263296 1264707, 1262065, 1261923,AG0901 1262081, 1263532, 1262316, 1262490, 1264754, 1263996, 1262761,1264608, 1262142, 1262494, 1263165, 1263627, 1263296 1261816, 1263168,1263703, AG1401 1262081, 1263532, 1262761, 1262321, 1262761, 1263984,1264608, 1262142, 1263165, 1262316, 1264739, 1264239, 1263296 1263708,1263709, 1264232, 1263296, 1262407, 1264226 MATURITY 10:40 AG09011262081, 1264726, 1263532, 1264608, 1264243, 1263532, 1262316, 1262761,1264608, 1262142, 1262081, 1261912, 1264737, 1262142, 1262704, 1264707,1262065, 1261923, 1263296 1262490, 1264754, 1263996, 1262494, 1263165,1263627, 1261816, 1263168, 1263703, 1262321, 1262761, 1263984, 1262316,1264739, 1264239, 1263708, 1263709, 1264232, 1263296, 1262407, 1264226,1264755, 1263710, 1262883, 1264587, 1264737, 1262704, 1262428, 1264081,1264726, 1264748 MATURITY 10:50 AG0901 1262081, 1264726, 1263532,1264608, 1264243, 1263532, 1262316, 1262761, 1264608, 1262142, 1262081,1261912, 1264737, 1262142, 1262704, 1264707, 1262065, 1261923, 12632961262490, 1264754, 1263996, 1262494, 1263165, 1263627, 1261816, 1263168,1263703, 1262321, 1262761, 1263984, 1262316, 1264739, 1264239, 1263708,1263709, 1264232, 1263296, 1262407, 1264226, 1264755, 1263710, 1262883,1264587, 1264737, 1262704, 1262428, 1264081, 1264726, 1264748, 1263161,1262324, 1263299, 1263535, 1261807, 1262329, 1263317, 1262962, 1263779,1263645 LODGING 2:5 A4459 1261887, 1264287 1262671, 1264471, 1261887,A5959 1262675, 1264287 1262675, 1264287 AG0901 1262671, 1264471 AG44031262671, 1264471 AG4902 1264471, 1262675 DKB23- 1262671, 1264471 51DKB58- 1264471, 1262675 51 LODGING 4:10 26-02R 1264236, 1264608,1264471, 1262671, 1264471, 1261887, 1263477 1262675, 1264287, 1262108,AG0901 1264236, 1264608, 1264471, 1264282, 1264608, 1263477, 12626711264236 DKB25- 1264236, 1264608, 1264471, 51 1264282 LODGING 6:20 AG09011263695, 1264236, 1264608, 1262671, 1264471, 1261887, 1264471, 1262671,1261807 1262675, 1264287, 1262108, DKB25- 1263695, 1262099, 1264236,1264282, 1264608, 1263477, 51 1264608, 1264471, 1264282 1264236,1263866, 1263843, 1262099, 1263848, 1263833, 1263695, 1262837, 1263710,1264309, 1261807 LODGING 8:30 AG0901 1263604, 1263695, 1264236, 1262671,1264471, 1261887, 1264608, 1264471, 1262671, 1262675, 1264287, 1262108,1262239, 1261807 1264282, 1264608, 1263477, AG1701 1263604, 1263695,1262099, 1264236, 1263866, 1263843, 1264608, 1264471, 1262132, 1262099,1263848, 1263833, 1262239, 1261807 1263695, 1262837, 1263710, 1264309,1261807, 1264240, 1264189, 1263604, 1261923, 1264298, 1262239, 1262132,1263161, 1264265, 1264564 LODGING 10:40 AG0901 1262081, 1263604,1263695, 1262671, 1264471, 1261887, 1264785, 1264236, 1264608, 1262675,1264287, 1262108, 1264471, 1262671, 1262239, 1264282, 1264608, 1263477,1261807 1264236, 1263866, 1263843, AG1701 1262081, 1263604, 1263695,1262099, 1263848, 1263833, 1264785, 1262099, 1264608, 1263695, 1262837,1263710, 1264471, 1262132, 1262239, 1264309, 1261807, 1264240, 12618071264189, 1263604, 1261923, 1264298, 1262239, 1262132, 1263161, 1264265,1264564, 1263138, 1263173, 1264232, 1262678, 1264785, 1264250, 1262081,1262989, 1264527, 1263535 LODGING 13:50 AG1701 1262081, 1262581,1263604, 1262671, 1264471, 1261887, 1263695, 1264785, 1262099, 1262675,1264287, 1262108, 1264075, 1264608, 1262551, 1264282, 1264608, 1263477,1264471, 1262132, 1262239, 1264236, 1263866, 1263843, 1261807 1262099,1263848, 1263833, 1263695, 1262837, 1263710, 1264309, 1261807, 1264240,1264189, 1263604, 1261923, 1264298, 1262239, 1262132, 1263161, 1264265,1264564, 1263138, 1263173, 1264232, 1262678, 1264785, 1264250, 1262081,1262989, 1264527, 1263535, 1264825, 1264075, 1262581, 1262491, 1263921,1262823, 1263455, 1262551, 1262787, 1264754 PLANT HEIGHT 3:5 AG49021264471, 1262675, 1263161 1264471, 1262675, 1263161, DKB26- 1264471,1263161, 1264608 1264608, 1264287 52 DKB28- 1264471, 1263161, 1264608 52PLANT HEIGHT 4:10 26-02R 1262081, 1263532, 1264608, 1264471, 1262675,1263161, 1264471 1264608, 1264287, 1263710, A0868 1262081, 1263532,1264608, 1264226, 1262136, 1262081, 1264471 1263532 A5959 1262081,1263532, 1264287, 1262675 AG0801 1262081, 1263532, 1264608, 1264471AG0901 1262081, 1263532, 1264608, 1264471 AG1102 1262081, 1263532,1264608, 1264471 AG1401 1262081, 1263532, 1264608, 1264471 AG17011262081, 1263532, 1264608, 1264471 AP1275 1262081, 1263532, 1264608,1264471 DKB03- 1262081, 1263532, 1264608, 51 1264471 DKB07- 1262081,1263532, 1264226, 52 1264608 DKB58- 1262081, 1263532, 1264471, 511262675 PLANT HEIGHT 6:20 A0868 1262081, 1263532, 1264280, 1264471,1262675, 1263161, 1262099, 1264608, 1264471 1264608, 1264287, 1263710,AG1401 1262081, 1263532, 1264280, 1264226, 1262136, 1262081, 1262099,1264608, 1264471 1263532, 1262678, 1264281, AG1701 1262081, 1263532,1264280, 1264250, 1264296, 1262099, 1262099, 1264608, 1264471 1263031,1263697, 1264280, 1263996, 1264292 PLANT HEIGHT 8:30 AG1401 1262081,1264585, 1263532, 1264471, 1262675, 1263161, 1264280, 1262099, 1264608,1264608, 1264287, 1263710, 1264471, 1262240 1264226, 1262136, 1262081,1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031, 1263697,1264280, 1263996, 1264292, 1262494, 1264223, 1264243, 1262146, 1262108,1262240, 1264585, 1264251, 1261887, 1262246 PLANT HEIGHT 10:40 AG14011262081, 1264585, 1263532, 1264471, 1262675, 1263161, 1264280, 1262099,1264608, 1264608, 1264287, 1263710, 1264471, 1262240, 1264843, 1264226,1262136, 1262081, 1261807 1263532, 1262678, 1264281, 1264250, 1264296,1262099, 1263031, 1263697, 1264280, 1263996, 1264292, 1262494, 1264223,1264243, 1262146 1262108, 1262240, 1264585, 1264251, 1261887, 1262246,1262490, 1261807, 1263352, 1263866, 1262426, 1263478, 1262568, 1262912,1264843, 1262523 PLANT HEIGHT 11:50 AG0901 1262081, 1262523, 1263532,1264471, 1262675, 1263161, 1264280, 1264223, 1263364, 1264608, 1264287,1263710, 1264608, 1264471, 1262671, 1264226, 1262136, 1262081, 1264843,1261807 1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031,1263697, 1264280, 1263996, 1264292, 1262494, 1264223, 1264243, 1262146,1262108, 1262240, 1264585, 1264251, 1261887, 1262246, 1262490, 1261807,1263352, 1263866, 1262426, 1263478, 1262568, 1262912, 1264843, 1262523,1264282, 1261923, 1262065, 1262671, 1261917, 1263477, 1263318, 1264167,1264316, 1263364

In another embodiment, preferred haplotypes are determined by evaluatingtrait ratios, given that certain phenotypic traits are negativelycorrelated with yield and, in soybean, it is advantageous to select forpositive yield and negative plant height or negative maturity. Exemplarytrait ratios include greater than 2 or less than zero, greater than 3 orless than zero, and so on, wherein yield is positive and either plantheight or maturity is negative. In one aspect, a preferred haplotype isone with a trait ratio of greater than 5 or less than zero(bu/acre:inches or bu/acre:days, respectively), wherein yield ispositive and either plant height or maturity is negative. For apreferred yield-plant height trait ratio, the following 666 preferredhaplotypes were identified in soybean varieties: 1261747, 1261748,1261750, 1261751, 1261757, 1261765, 1261769, 1261778, 1261782, 1261783,1261791, 1261800, 1261801, 1261802, 1261803, 1261808, 1261810, 1261814,1261818, 1261819, 1261822, 1261823, 1261836, 1261837, 1261840, 1261849,1261857, 1261858, 1261863, 1261867, 1261872, 1261877, 1261881, 1261883,1261910, 1261915, 1261916, 1261918, 1261919, 1261920, 1261926, 1261931,1261944, 1261948, 1261949, 1261952, 1261963, 1261987, 1261988, 1261992,1261993, 1261997, 1262002, 1262004, 1262007, 1262010, 1262017, 1262021,1262022, 1262026, 1262032, 1262039, 1262040, 1262047, 1262068, 1262070,1262086, 1262088, 1262097, 1262098, 1262106, 1262109, 1262110, 1262132,1262134, 1262135, 1262142, 1262152, 1262217, 1262218, 1262222, 1262223,1262239, 1262255, 1262256, 1262258, 1262260, 1262262, 1262268, 1262270,1262271, 1262276, 1262279, 262286, 1262312, 1262313, 1262314, 1262315,1262316, 1262320, 1262323, 1262324, 1262325, 1262326, 1262342, 1262351,1262352, 1262355, 1262356, 1262357, 1262365, 1262366, 1262371, 1262376,1262380, 1262383, 1262384, 1262390, 1262391, 1262394, 1262397, 1262404,1262406, 1262407, 1262410, 1262411, 1262420, 1262426, 1262428, 1262430,1262447, 1262451, 1262452, 1262465, 1262477, 1262478, 1262479, 1262480,1262490, 1262495, 1262506, 1262508, 1262510, 1262511, 1262512, 1262520,1262522, 1262524, 1262527, 1262528, 1262529, 1262530, 1262531, 1262533,1262534, 1262536, 1262540, 1262543, 1262549, 1262550, 1262551, 1262563,1262569, 1262575, 1262587, 1262623, 1262626, 1262627, 1262629, 1262633,1262641, 1262642, 1262646, 1262675, 1262681, 1262685, 1262695, 1262696,1262698, 1262725, 1262726, 1262727, 1262728, 1262737, 1262743, 1262745,1262746, 1262749, 1262751, 1262753, 1262763, 1262766, 1262767, 1262773,1262774, 1262778, 1262781, 1262787, 1262790, 1262791, 1262793, 1262794,1262803, 1262806, 1262810, 1262811, 1262814, 1262822, 1262824, 1262825,1262828, 1262829, 1262830, 1262839, 1262840, 1262845, 1262849, 1262865,1262868, 1262869, 1262877, 1262881, 1262882, 1262883, 1262884, 1262887,1262888, 1262892, 1262893, 1262894, 1262899, 1262901, 1262909, 1262910,1262912, 1262915, 1262952, 1262954, 1262961, 1262962, 1262981, 1262985,1262987, 1262988, 1262989, 1262991, 1262993, 1263004, 1263005, 1263008,1263014, 1263015, 1263016, 1263017, 1263021, 1263022, 1263029, 1263030,1263031, 1263041, 1263043, 1263044, 1263045, 1263048, 1263053, 1263054,1263061, 1263063, 1263064, 1263067, 1263071, 1263072, 1263078, 1263079,1263084, 1263087, 1263088, 1263091, 1263100, 1263102, 1263103, 1263104,1263107, 1263108, 1263110, 1263111, 1263115, 1263120, 1263124, 1263128,1263129, 1263131, 1263132, 1263133, 1263134, 1263135, 1263137, 1263139,1263140, 1263142, 1263143, 1263170, 1263172, 1263173, 1263178, 1263182,1263183, 1263184, 1263185, 1263209, 1263210, 1263225, 1263228, 1263233,1263234, 1263236, 1263240, 1263242, 1263243, 1263244, 1263247, 1263248,1263265, 1263271, 1263273, 1263274, 1263281, 1263283, 1263285, 1263286,1263287, 1263288, 1263291, 1263296, 1263299, 1263304, 1263306, 1263309,1263310, 1263314, 1263315, 1263319, 1263320, 1263323, 1263325, 1263370,1263371, 1263377, 1263381, 1263386, 1263392, 1263397, 1263402, 1263405,1263406, 1263418, 1263419, 1263421, 1263423, 1263425, 1263428, 1263434,1263454, 1263455, 1263464, 1263472, 1263475, 1263477, 1263499, 1263500,1263504, 1263505, 1263509, 1263510, 1263511, 1263515, 1263543, 1263544,1263545, 1263546, 1263550, 1263553, 1263560, 1263589, 1263593, 1263603,1263604, 1263606, 1263608, 1263620, 1263632, 1263633, 1263642, 1263645,1263647, 1263649, 1263650, 1263652, 1263657, 1263660, 1263661, 1263662,1263665, 1263667, 1263669, 1263674, 1263675, 1263678, 1263680, 1263681,1263682, 1263701, 1263709, 1263711, 1263712, 1263715, 1263716, 1263718,1263720, 1263721, 1263725, 1263727, 1263728, 1263731, 1263732, 1263738,1263742, 1263744, 1263745, 1263746, 1263774, 1263775, 1263776, 1263781,1263782, 1263786, 1263804, 1263805, 1263806, 1263810, 1263811, 1263812,1263813, 1263814, 1263815, 1263820, 1263823, 1263825, 1263831, 1263832,1263834, 1263842, 1263843, 1263849, 1263866, 1263871, 1263874, 1263894,1263895, 1263898, 1263899, 1263906, 1263908, 1263911, 1263913, 1263915,1263966, 1263967, 1263968, 1263969, 1263970, 1263974, 1263976, 1263984,1263992, 1263994, 1264016, 1264018, 1264020, 1264022, 1264028, 1264050,1264055, 1264058, 1264060, 1264064, 1264067, 1264068, 1264069, 1264070,1264071, 1264072, 1264075, 1264077, 1264078, 1264079, 1264080, 1264084,1264091, 1264097, 1264111, 1264115, 1264123, 1264124, 1264149, 1264150,1264161, 1264163, 1264164, 1264183, 1264184, 1264185, 1264188, 1264189,1264190, 1264191, 1264194, 1264195, 1264197, 1264202, 1264204, 1264209,1264215, 1264217, 1264223, 1264236, 1264237, 1264247, 1264249, 1264261,1264265, 1264268, 1264272, 1264278, 1264281, 1264282, 1264285, 1264287,1264290, 1264293, 1264298, 1264300, 1264301, 1264302, 1264308, 1264314,1264316, 1264331, 1264332, 1264336, 1264339, 1264350, 1264351, 1264362,1264364, 1264366, 1264370, 1264371, 1264374, 1264376, 1264377, 1264379,1264382, 1264383, 1264390, 1264391, 1264392, 1264398, 1264401, 1264403,1264404, 1264407, 1264408, 1264413, 1264415, 1264439, 1264441, 1264446,1264447, 1264448, 1264451, 1264452, 1264458, 1264459, 1264460, 1264463,1264464, 1264466, 1264468, 1264478, 1264483, 1264484, 1264485, 1264493,1264494, 1264529, 1264531, 1264537, 1264540, 1264543, 1264548, 1264550,1264551, 1264552, 1264554, 1264556, 1264557, 1264558, 1264589, 1264592,1264597, 1264599, 1264601, 1264624, 1264634, 1264635, 1264643, 1264646,1264648, 1264659, 1264699, 1264700, 1264701, 1264704, 1264716, 1264737,1264738, 1264740, 1264743, 1264744, 1264748, 1264754, 1264757, 1264766,1264768, 1264775, 1264776, 1264777, 1264786, 1264788, 1264789, 1264792,1264793, 1264795, 1264799, 1264801, 1264802, 1264844, 1264913, 1264919,1264920, 1264921 1264922, 1264924, 1264930, 1264932, 1264935, 1264937,1264938, 1264939, 1264942, 1264943, 1264950, 1264953, 1264954, and1264955. To date, the greatest number of said preferred haplotypesoccurring in a commercially released soybean variety is 97, wherein theline is AG3802 and the 97 preferred haplotypes are: 1263544, 1263589,1263620, 1263660, 1263665, 1263680, 1263701, 1263725, 1263775, 1263781,1263805, 1263806, 1263825, 1263895, 1263968, 1263992, 1264050, 1264060,1264068, 1264070, 1264150, 1264184, 1264189, 1264281, 1264332, 1264371,1264391, 1264439, 1264446, 1264483, 1264531, 1264540, 1264557, 1264597,1264624, 1264634, 1264700, 1264738, 1264766, 1264920, 1264942, and1264953.

For a preferred yield-maturity trait ratio, the following 490 preferredhaplotypes were identified in soybean varieties: 1261748, 1261751,1261753, 1261765, 1261766, 1261769, 1261791, 1261793, 1261794, 1261805,1261810, 1261818, 1261819, 1261823, 1261837, 1261839, 1261857, 1261858,1261863, 1261864, 1261867, 1261872, 1261877, 1261890, 1261892, 1261895,1261896, 1261910, 1261911, 1261916, 1261920, 1261926, 1261929, 1261931,1261933, 1261942, 1261943, 1261947, 1261948, 1261949, 1261955, 1261961,1261968, 1261991, 1261993, 1261997, 1262040, 1262084, 1262087, 1262094,1262099, 1262105, 1262107, 1262109, 1262110, 1262132, 1262133; 1262134,1262140, 1262151, 1262181, 1262183, 1262189, 1262190, 1262202, 1262208,1262222, 1262223, 1262239, 1262241, 1262255, 1262257, 1262259, 1262261,1262262, 1262263, 1262268, 1262276, 1262279, 1262286, 1262312, 1262315,1262317, 1262320, 1262325, 1262326, 1262331, 1262333, 1262335, 1262342,1262383, 1262384, 1262385, 1262388, 1262389, 1262390, 1262391, 1262393,1262397, 1262401, 1262404, 1262405, 1262409, 1262410, 1262411, 1262412,1262415, 1262420, 1262426, 1262440, 1262447, 1262450, 1262451, 1262452,1262453, 1262457; 1262465, 1262480, 1262490, 1262495, 1262505, 1262506,1262509, 1262510, 1262517, 1262520, 1262522, 1262524, 1262549, 1262550,1262553, 1262573, 1262575, 1262587, 1262617, 1262618, 1262619, 1262620,1262622, 1262623, 1262626, 1262628, 1262632, 1262633, 1262634, 1262636,1262642, 1262646, 1262656, 1262726, 1262728, 1262747, 1262751, 1262753,1262763, 1262766, 1262767, 1262773, 1262783, 1262787, 1262789, 1262794,1262796, 1262798, 1262799, 1262807, 1262810, 1262814, 1262822, 1262824,1262825, 1262829, 1262830, 1262840, 1262845, 1262864, 1262868, 1262876,1262877, 1262881, 1262882, 1262888, 1262893, 1262899, 1262907, 1262911,1262914, 1262916, 1262917, 1262953, 1262959, 1262960, 1263014, 1263015,1263016, 1263017, 1263027, 1263028, 1263029, 1263040, 1263041, 1263043,1263046, 1263048, 1263067, 1263068, 1263069, 1263079, 1263084, 1263093,1263102, 1263103, 1263108, 1263111, 1263113, 1263115, 1263120, 1263121,1263129, 1263131, 1263133, 1263134, 1263139, 1263140, 1263152, 1263157,1263165, 1263168, 1263169, 1263170, 1263172, 1263173, 1263174, 1263182,1263183, 1263191, 1263206, 1263207, 1263234, 1263240, 1263242, 1263245,1263246, 1263273, 1263274, 1263283, 1263285, 1263287, 1263289, 1263297,1263304, 1263310, 1263315, 1263323, 1263329, 1263371, 1263377, 1263386,1263396, 1263397, 1263403, 1263419, 1263421, 1263428, 1263434, 1263454,1263455, 1263472, 1263474, 1263477, 1263499, 1263504, 1263509, 1263510,1263511, 1263515, 1263537, 1263539, 1263543, 1263545, 1263552, 1263555,1263560, 1263589, 1263594, 1263597, 1263603, 1263604, 1263606, 1263608,1263611, 1263624, 1263630, 1263631, 1263636, 1263640, 1263641, 1263644,1263647, 1263649, 1263652, 1263662, 1263665, 1263672, 1263696, 1263711,1263715, 1263716, 1263719, 1263721, 1263722, 1263723, 1263727, 1263744,1263746, 1263810, 1263811, 1263812, 1263814, 1263815, 1263832, 1263834,1263836, 1263843, 1263848, 1263849, 1263854, 1263866, 1263907, 1263910,1263912, 1263913, 1263918, 1263921, 1263924, 1263966, 1263973, 1263983,1263984, 1263993, 1264033, 1264034, 1264049, 1264055, 1264060, 1264064,1264072, 1264077, 1264078, 1264084, 1264089, 1264090, 1264094, 1264111,1264123, 1264148, 1264150, 1264152, 1264153, 1264155, 1264160, 1264161,1264164, 1264176, 1264177, 1264178, 1264182, 1264183, 1264188, 1264189,1264190, 1264191, 1264193, 1264194, 1264195, 1264199, 1264201, 1264202,1264206, 1264222, 1264223, 1264225, 1264239, 1264240, 1264244, 1264247,1264254, 1264257, 1264261, 1264265, 1264268, 1264272, 1264278, 1264282,1264286, 1264289, 1264290, 1264295, 1264296, 1264298, 1264300, 1264303,1264308, 1264311, 1264331, 1264332, 1264333, 1264338, 1264339, 1264377,1264383, 1264392, 1264400, 1264405, 1264415, 1264441, 1264445, 1264446,1264447, 1264448, 1264460, 1264464, 1264468, 1264478, 1264480, 1264481,1264482, 1264484, 1264490, 1264532, 1264533, 1264538, 1264539, 1264543,1264550, 1264552, 1264588, 1264597, 1264599, 1264601, 1264636, 1264642,1264643, 1264646, 1264658, 1264693, 1264707, 1264710, 1264729, 1264738,1264743, 1264746, 1264748, 1264754, 1264755, 1264757, 1264766, 1264768,1264771, 1264777, 1264782, 1264787, 1264788, 1264789, 1264802, 1264848,1264849, 1264851, 1264853, 1264856, 1264857, 1264858, 1264860, 1264869,1264874, 1264877, 1264883, 1264904, 1264910, 1264913, 1264919, 1264924,1264930, 1264934, 1264937, 1264939, 1264947, 1264953, 1264955, and1264956. To date, the greatest number of said preferred haplotypesoccurring in commercially released soybean varieties is 63, wherein the63 preferred haplotypes for A5547 are: 1261751, 1261810, 1261839,1261857, 1261929, 1261948, 1262110, 1262151, 1262223, 1262241, 1262259,1262384, 1262391, 1262410, 1262440, 1262505, 1262522, 1262620, 1262628,1262773, 1262783, 1262829, 1263015, 1263027, 1263028, 1263041, 1263103,1263157, 1263170, 1263191, 1263206, 1263273, 1263289, 1263297, 1263329,1263377, 1263396, 1263403, 1263455, 1263543, 1263606, 1263630, 1263641,1264049, 1264148, 1264161, 1264176, 1264183, 1264189, 1264199, 1264225,1264240, 1264300, 1264446, 1264490, 1264550, 1264636, 1264693, 1264766,1264789, 1264848, 1264919, and 1264955; and the 63 preferred haplotypesfor AP1275 are: 1261791, 1261857, 1261890, 1261910, 1261926, 1262105,1262132, 1262239, 1262312, 1262388, 1262401, 1262506, 1262553, 1262619,1262773, 1262783, 1262824, 1262881, 1262953, 1262959, 1263015, 1263028,1263040, 1263067, 1263157, 1263206, 1263273, 1263472, 1263499, 1263539,1263543, 1263589, 1263594, 1263604, 1263640, 1263652, 1263662, 1263723,1263810, 1263832, 1263910, 1263966, 1263983, 1264033, 1264049, 1264111,1264148, 1264160, 1264183, 1264188, 1264201, 1264225, 1264247, 1264295,1264331, 1264448, 1264597, 1264693, 1264707, 1264766, 1264848, 1264904,and 1264930.

In a preferred embodiment of the present invention, a haplotypecomprises at least one polymorphic marker. Changes in a haplotype,brought about by recombination for example, may result in themodification of a haplotype so that it comprises only a portion of theoriginal (parental) haplotype operably linked to the trait, for example,via physical linkage to a gene, QTL, or transgene. Any such change in ahaplotype would be included in our definition of what constitutes ahaplotype so long as the functional integrity of that genomic region isunchanged or improved. The functional integrity of a haplotype isconsidered to be unchanged if its haplotype effect estimate is notnegative with respect to yield, or is not positive with respect tomaturity, or is null with respect to maturity, or amongst the best 50percent with respect to a phenotypic trait, transgene, and/or a multipletrait index when compared to any other haplotype at the same chromosomesegment in a set of germplasm (breeding germplasm, breeding population,collection of elite inbred lines, population of random matingindividuals, biparental cross), or amongst the best 50, percent withrespect to a phenotypic trait, transgene, and/or a multiple trait indexwhen compared to any other haplotype across the entire genome in a setof germplasm, or the haplotype being present with a frequency of 75percent or more in a breeding population or a set of germplasm providesevidence of its high value, or any combination of these. Further, forthe purpose of this invention a haplotype is defined as preferred if itis amongst the best 25 percent with respect to a phenotypic trait,transgene, and/or a multiple trait index when compared to any otherhaplotype across the entire genome in a set of germplasm, or thehaplotype being present with a frequency of 75 percent or more in abreeding population or a set of germplasm provides evidence of its highvalue, or any combination of these.

A unique aspect of this invention is the combination of high-densityfingerprinting to identify large segments of DNA, wherever they occur ina set of germplasm, as being indicative of the conservation of geneticidentity of all intervening genes from a common progenitor. In caseswhere conserved genetic segments, or haplotype windows, are coincidentwith segments in which QTL have been identified it is possible to deducewith high probability that QTL inferences can be extrapolated to othergermplasm having an identical haplotype in that haplotype window. This apriori information provides the basis to select for favorable QTLs priorto QTL mapping within a given population.

For example, plant breeding decisions could comprise:

-   -   a) Selection among breeding populations to determine which        populations have the highest frequency of favorable haplotypes,        wherein haplotypes are designated as favorable based on        coincidence with previous QTL mapping; or    -   b) Selection of progeny containing the favorable haplotypes in        breeding populations prior to, or in substitution for, QTL        mapping within that population, wherein selection could be done        at any stage of breeding and at any generation of a selection;        or    -   c) Prediction of progeny performance for specific breeding        crosses; or    -   d) Selection of lines for germplasm improvement activities based        on the favorable haplotypes, including line development, hybrid        development, selection among transgenic events based on the        breeding value of the haplotype that the transgene was inserted        into, making breeding crosses, testing and advancing a plant        through self fertilization, using plant or parts thereof for        transformation, using plants or parts thereof for candidates for        expression constructs, and using plant or parts thereof for        mutagenesis.

An additional unique aspect of this invention and the combination ofhigh-density fingerprinting and the designation of haplotype windows isthe ability to select for specific genes or gene alleles. For example,in cases where haplotype windows are coincident with segments in whichgenes have been identified it is possible to deduce with highprobability that gene inferences can be extrapolated to other germplasmhaving an identical genotype, or haplotype, in that haplotype window.This a priori information provides the basis to select for favorablegenes or gene alleles on the basis of haplotype identification within agiven population. For example, plant breeding decisions could comprise:

-   -   a) Selection among breeding populations to determine which        populations have the highest frequency of favorable haplotypes,        wherein haplotypes are designated as favorable based on        coincidence with previous gene mapping; or    -   b) Selection of progeny containing the favorable haplotypes in        breeding populations, wherein selection is effectively enabled        at the gene level, wherein selection could be done at any stage        of breeding and at any generation of a selection; or    -   c) Prediction of progeny performance for specific breeding        crosses; or    -   d) Selection of lines for germplasm improvement activities based        on the favorable haplotypes, including line development, hybrid        development, selection among transgenic events based on the        breeding value of the haplotype that the transgene was inserted        into, making breeding crosses, testing and advancing a plant        through self fertilization, using plant or parts thereof for        transformation, using plants or parts thereof for candidates for        expression constructs, and using plant or parts thereof for        mutagenesis.

Further, in another preferred embodiment of this invention, the a prioriinformation on the frequency of favorable haplotypes in breedingpopulations enables pre-selection. That is, the present inventionprovides methods for pre-selection, consisting of the selection ofparental lines, based on historical haplotype-phenotype associationinformation, for the purpose of driving favorable allele frequency formultiple traits simultaneously. In pre-selection, breeders predict thephenotypic contribution for multiple traits of any line based on thatline's fingerprint information, which corresponds to a composition ofpre-defined haplotypes. This multi-trait haplotype selection approacheconomizes a breeding program by initiating selection at the initialstage of choosing parental crosses and it also reduces the need forcostly, time-consuming phenotyping of progeny.

A preferred haplotype provides a preferred property to a parent plantand to the progeny of the parent when selected by a marker means orphenotypic means. The method of the present invention provides forselection of preferred haplotypes, or haplotypes of interest, and theaccumulation of these haplotypes in a breeding population.

In the present invention, haplotypes and associations of haplotypes toone or more phenotypic traits provide the basis for making breedingdecisions and germplasm improvement activities. Non-limiting examples ofbreeding decisions include progeny selection, parent selection, andrecurrent selection for at least one haplotype. In another aspect,breeding decisions relating to development of plants for commercialrelease comprise advancing plants for testing, advancing plants forpurity, purification of sublines during development, inbred development,variety development, and hybrid development. In yet other aspects,breeding decisions and germplasm improvement activities comprisetransgenic event selection, making breeding crosses, testing andadvancing a plant through self-fertilization, using plants or partsthereof for transformation, using plants or parts thereof for candidatesfor expression constructs, and using plants or parts thereof formutagenesis.

In another embodiment, this invention enables indirect selection throughselection decisions for at least one phenotype based on at least onenumerical value that is correlated, either positively or negatively,with one or more other phenotypic traits. For example, a selectiondecision for any given haplotype effectively results in selection formultiple phenotypic traits that are associated with the haplotype.

In still another embodiment, the present invention acknowledges thatpreferred haplotypes identified by the methods presented herein may beadvanced as candidate genes for inclusion in expression constructs,i.e., transgenes. Nucleic acids underlying haplotypes of interest may beexpressed in plant cells by operably linking them to a promoterfunctional in plants. In another aspect, nucleic acids underlyinghaplotypes of interest may have their expression modified bydouble-stranded RNA-mediated gene suppression, also known as RNAinterference (“RNAi”), which includes suppression mediated by smallinterfering RNAs (“siRNA”), trans-acting small interfering RNAs(“ta-siRNA”), or microRNAs (“miRNA”). Examples of RNAi methodologysuitable for use in plants are described in detail in U.S. patentapplication publications 2006/0200878 and 2007/0011775.

Methods are known in the art for assembling and introducing constructsinto a cell in such a manner that the nucleic acid molecule for a traitis transcribed into a functional mRNA molecule that is translated andexpressed as a protein product. For the practice of the presentinvention, conventional compositions and methods for preparing and usingconstructs and host cells are well known to one skilled in the art, seefor example, Molecular Cloning: A Laboratory Manual, 3rd edition Volumes1, 2, and 3 (2000) J. F. Sambrook, D. W. Russell, and N. Irwin, ColdSpring Harbor Laboratory Press. Methods for making transformationconstructs particularly suited to plant transformation include, withoutlimitation, those described in U.S. Pat. Nos. 4,971,908, 4,940,835,4,769,061 and 4,757,011, all of which are herein incorporated byreference in their entirety. Transformation methods for the introductionof expression units into plants are known in the art and includeelectroporation as illustrated in U.S. Pat. No. 5,384,253;microprojectile bombardment as illustrated in U.S. Pat. Nos. 5,015,580;5,550,318; 5,538,880; 6,160,208; 6,399,861; and 6,403,865; protoplasttransformation as illustrated in U.S. Pat. No. 5,508,184; andAgrobacterium-mediated transformation as illustrated in U.S. Pat. Nos.5,635,055; 5,824,877; 5,591,616; 5,981,840; and 6,384,301.

Another preferred embodiment of the present invention is to buildadditional value by selecting a composition of haplotypes wherein eachhaplotype has a haplotype effect estimate that is not negative withrespect to yield, or is not positive with respect to maturity, or isnull with respect to maturity, or amongst the best 50 percent withrespect to a phenotypic trait, transgene, and/or a multiple trait indexwhen compared to any other haplotype at the same chromosome segment in aset of germplasm, or amongst the best 50 percent with respect to aphenotypic trait, transgene, and/or a multiple trait index when comparedto any other haplotype across the entire genome in a set of germplasm,or the haplotype being present with a frequency of 75 percent or more ina breeding population or a set of germplasm provides evidence of itshigh value, or any combination of these.

This invention anticipates a stacking of haplotypes from multiplewindows into plants or lines by crossing parent plants or linescontaining different haplotype regions. The value of the plant or linecomprising in its genome stacked haplotype regions is estimated by acomposite breeding value, which depends on a combination of the value ofthe traits and the value of the haplotype(s) to which the traits arelinked. The present invention further anticipates that the compositebreeding value of a plant or line is improved by modifying thecomponents of one or each of the haplotypes. Additionally, the presentinvention anticipates that additional value can be built into thecomposite breeding value of a plant or line by selection of at least onerecipient haplotype with a preferred haplotype effect estimate or, inconjunction with the haplotype frequency, breeding value to which one orany of the other haplotypes are linked, or by selection of plants orlines for stacking haplotypes by breeding.

Another embodiment of this invention is a method for enhancing breedingpopulations by accumulation of one or more preferred haplotypes in a setof germplasm. Genomic regions defined as haplotype windows includegenetic information that contribute to one or more phenotypic traits ofthe plant. Variations in the genetic information at one or more loci canresult in variation of one or more phenotypic traits, wherein the valueof the phenotype can be measured. The genetic mapping of the haplotypewindows allows for a determination of linkage across haplotypes. Ahaplotype of interest has a DNA sequence that is novel in the genome ofthe progeny plant and can in itself serve as a genetic marker for thehaplotype of interest. Notably, this marker can also be used as anidentifier for a gene or QTL. For example, in the event of multipletraits or trait effects associated with the haplotype, only one markerwould be necessary for selection purposes. Additionally, the haplotypeof interest may provide a means to select for plants that have thelinked haplotype region. Selection can be performed by screening fortolerance to an applied phytotoxic chemical, such as an herbicide orantibiotic, or to pathogen resistance. Selection may be performed usingphenotypic selection means, such as, a morphological phenotype that iseasy to observe such as seed color, seed germination characteristic,seedling growth characteristic, leaf appearance, plant architecture,plant height, and flower and fruit morphology.

The present invention also provides for the screening of progeny plantshaplotypes of interest and using haplotype effect estimates as the basisfor selection for use in a breeding program to enhance the accumulationof preferred haplotypes. The method includes: a) providing a breedingpopulation comprising at least two plants wherein the genome of thebreeding population comprises a plurality of haplotype windows and eachof the plurality of haplotype windows comprises at least one haplotype;and b) associating a haplotype effect estimate for one or more traitsfor two or more haplotypes from one or more of the plurality ofhaplotype windows, wherein the haplotype effect estimate can then beused to calculate a breeding value that is a function of the estimatedeffect for any given phenotypic trait and the frequency of each of theat least two haplotypes; and c) ranking one or more of the haplotypes onthe basis of a value, wherein the value is a haplotype effect estimate,a haplotype frequency, or a breeding value and wherein the value is thebasis for determining whether a haplotype is a preferred haplotype, orhaplotype of interest; and d) utilizing the ranking as the basis fordecision-making in a breeding program; and e) at least one progeny plantis selected on the basis of the presence of the respective markersassociated with the haplotypes of interest, wherein the progeny plantcomprises in its genome at least a portion of the haplotype orhaplotypes of interest of the first plant and at least one preferredhaplotype of the second plant; and f) using the progeny plant inactivities related to germplasm improvement wherein the activities areselected from the group consisting of line and variety development,hybrid development, transgenic event selection, making breeding crosses,testing and advancing a plant through self fertilization, using plant orparts thereof for transformation, using plants or parts thereof forcandidates for expression constructs, and using plant or parts thereoffor mutagenesis.

Using this method, the present invention contemplates that haplotypes ofinterest are selected from a large population of plants, and theselected haplotypes can have a synergistic breeding value in thegermplasm of a crop plant. Additionally, this invention provides forusing the selected haplotypes in the described breeding methods toaccumulate other beneficial and preferred haplotype regions and to bemaintained in a breeding population to enhance the overall germplasm ofthe crop plant.

Crop plants considered for use in the method include but are not limitedto maize (Zea mays), soybean (Glycine max), cotton (Gossypium hirsutum),peanut (Arachis hypogaea), barley (Hordeum vulgare); oats (Avenasativa); orchard grass (Dactylis glomerata); rice (Oryza sativa,including indica and japonica varieties); sorghum (Sorghum bicolor);sugar cane (Saccharum sp); tall fescue (Festuca arundinacea); turfgrassspecies (e.g. species: Agrostis stolonifera, Poa pratensis, Stenotaphrumsecundatum); wheat (Triticum aestivum), and alfalfa (Medicago sativa),members of the genus Brassica, broccoli, cabbage, carrot, cauliflower,Chinese cabbage, cucumber, dry bean, eggplant, fennel, garden beans,gourd, leek, lettuce, melon, okra, onion, pea, pepper, pumpkin, radish,spinach, squash, sweet corn, tomato, watermelon, ornamental plants, andother fruit, vegetable, tuber, oilseed, and root crops, wherein oilseedcrops include soybean, canola, oil seed rape, oil palm, sunflower,olive, corn, cottonseed, peanut, flaxseed, safflower, and coconut.

Plants of the present invention can be part of or generated from abreeding program. The choice of breeding method depends on the mode ofplant reproduction, the heritability of the trait(s) being improved, andthe type of cultivar used commercially (e.g., F₁ hybrid cultivar,pureline cultivar, etc). A cultivar is a race or variety of a plantspecies that has been created or selected intentionally and maintainedthrough cultivation.

Selected, non-limiting approaches for breeding the plants of the presentinvention are set forth below. A breeding program can be enhanced usingmarker assisted selection (MAS) on the progeny of any cross. It isunderstood that nucleic acid markers of the present invention can beused in a MAS (breeding) program. It is further understood that anycommercial and non-commercial cultivars can be utilized in a breedingprogram. Factors such as, for example, emergence vigor, vegetativevigor, stress tolerance, disease resistance, branching, flowering, seedset, seed size, seed density, standability, and threshability etc. willgenerally dictate the choice.

For highly heritable traits, a choice of superior individual plantsevaluated at a single location will be effective, whereas for traitswith low heritability, selection should be based on mean values obtainedfrom replicated evaluations of families of related plants. Popularselection methods commonly include pedigree selection, modified pedigreeselection, mass selection, and recurrent selection. In a preferredaspect, a backcross or recurrent breeding program is undertaken.

The complexity of inheritance influences choice of the breeding method.Backcross breeding can be used to transfer one or a few favorable genesfor a highly heritable trait into a desirable cultivar. This approachhas been used extensively for breeding disease-resistant cultivars.Various recurrent selection techniques are used to improvequantitatively inherited traits controlled by numerous genes.

Breeding lines can be tested and compared to appropriate standards inenvironments representative of the commercial target area(s) for two ormore generations. The best lines are candidates for new commercialcultivars; those still deficient in traits may be used as parents toproduce new populations for further selection.

For hybrid crops, the development of new elite hybrids requires thedevelopment and selection of elite inbred lines, the crossing of theselines and selection of superior hybrid crosses. The hybrid seed can beproduced by manual crosses between selected male-fertile parents or byusing male sterility systems. Additional data on parental lines, as wellas the phenotype of the hybrid, influence the breeder's decision whetherto continue to with the specific hybrid cross.

Pedigree breeding and recurrent selection breeding methods can be usedto develop cultivars from breeding populations. Breeding programscombine desirable traits from two or more cultivars or variousbroad-based sources into breeding pools from which cultivars aredeveloped by selfing and selection of desired phenotypes. New cultivarscan be evaluated to determine which have commercial potential.

Backcross breeding has been used to transfer genes for a simplyinherited, highly heritable trait into a desirable homozygous cultivaror inbred line, which is the recurrent parent. The source of the traitto be transferred is called the donor parent. After the initial cross,individuals possessing the phenotype of the donor parent are selectedand repeatedly crossed (backcrossed) to the recurrent parent. Theresulting plant is expected to have most attributes of the recurrentparent (e.g., cultivar) and, in addition, the desirable traittransferred from the donor parent.

The single-seed descent procedure in the strict sense refers to plantinga segregating population, harvesting a sample of one seed per plant, andusing the one-seed sample to plant the next generation. When thepopulation has been advanced from the F₂ to the desired level ofinbreeding, the plants from which lines are derived will each trace todifferent F₂ individuals. The number of plants in a population declineseach generation due to failure of some seeds to germinate or some plantsto produce at least one seed. As a result, not all of the F₂ plantsoriginally sampled in the population will be represented by a progenywhen generation advance is completed.

The doubled haploid (DH) approach achieves isogenic plants in a shortertime frame. DH plants provide an invaluable tool to plant breeders,particularly for generating inbred lines and quantitative geneticsstudies. For breeders, DH populations have been particularly useful inQTL mapping, cytoplasmic conversions, and trait introgression. Moreover,there is value in testing and evaluating homozygous lines for plantbreeding programs. All of the genetic variance is among progeny in abreeding cross, which improves selection gain.

Most research and breeding applications rely on artificial methods of DHproduction. The initial step involves the haploidization of the plantwhich results in the production of a population comprising haploid seed.Non-homozygous lines are crossed with an inducer parent, resulting inthe production of haploid seed. Seed that has a haploid embryo, butnormal triploid endosperm, advances to the second stage. That is,haploid seed and plants are any plant with a haploid embryo, independentof the ploidy level of the endosperm.

After selecting haploid seeds from the population, the selected seedsundergo chromosome doubling to produce doubled haploid seeds. Aspontaneous chromosome doubling in a cell lineage will lead to normalgamete production or the production of unreduced gametes from haploidcell lineages. Application of a chemical compound, such as colchicine,can be used to increase the rate of diploidization. Colchicine binds totubulin and prevents its polymerization into microtubules, thusarresting mitosis at metaphase, can be used to increase the rate ofdiploidization, i.e. doubling of the chromosome number These chimericplants are self-pollinated to produce diploid (doubled haploid) seed.This DH seed is cultivated and subsequently evaluated and used in hybridtestcross production.

Descriptions of other breeding methods that are commonly used fordifferent traits and crops can be found in one of several referencebooks (Allard, “Principles of Plant Breeding,” John Wiley & Sons, NY, U.of CA, Davis, Calif., 50-98, 1960; Simmonds, “Principles of cropimprovement,” Longman, Inc., NY, 369-399, 1979; Sneep and Hendriksen,“Plant breeding perspectives,” Wageningen (ed), Center for AgriculturalPublishing and Documentation, 1979; Fehr, In: Soybeans: Improvement,Production and Uses, 2nd Edition, Monograph., 16:249, 1987; Fehr,“Principles of variety development,” Theory and Technique, (Vol. 1) andCrop Species Soybean (Vol. 2), Iowa State Univ., Macmillan Pub. Co., NY,360-376, 1987).

In another aspect, the methods of the present invention can be used forbreeding any non-human organism. Specifically, the methods of thepresent invention can be used in breeding mammals, such as mice, swine,and cattle, and birds, such as poultry livestock. The methods of thepresent invention apply to any organism with a recombinant genome.

EXAMPLES

The following examples are included to demonstrate aspects of theinvention. It should be appreciated by those of skill in the art thatthe techniques disclosed in the examples which follow representtechniques discovered by the inventors to function well in the practiceof the invention, and thus can be considered to constitute preferredmodes forits practice. However, those of skill in the art should, inlight of the present disclosure, appreciate that many changes can bemade in the specific aspects which are disclosed and still obtain a likeor similar result without departing from the spirit and scope of theinvention.

Example 1 An Example of Haplotype-Trait Association Analysis: GrainYield QTL on Chromosome 4 in Corn

A key benefit of associating traits at the haplotype, rather thanmarker, level is the degree of resolution achieved. An initial QTLanalysis from two different breeding crosses projects (herein denoted 1and 2) were yield tested at 8 locations. A QTL was identified for grainyield on Chromosome 4 located approximately between 48 and 78 cM. Theestimated QTL effect was similar in magnitude (4.2 Bu/Acre) for bothprojects. In the project 1, the genomic region from the inbred 5750increased grain yield relative to the genomic region from the inbred3140 when tested on the inbred 7051. In the project 2, the genomicregion from the inbred 3323 increased grain yield relative to thegenomic region from the inbred 90LDC2 when tested on the inbred WQDS7.The current breeding methodology uses this type of information(marker-QTL associations) to do recurrent selection within eachpopulation (project) independently.

Application of a haplotype, rather than marker, based approach furtherresolved the QTL. Examination of the high density fingerprintinformation, reveals that the favorable inbreds (5750 and 3323) have thesame haplotype for the entire 30 cM region based on 40 SNP markers inthis region (FIGS. 1, 2). In addition, the unfavorable inbreds (3140 and90LDC2) have the same haplotype, but a different haplotype relative tothe favorable inbreds. The two testers (WQDS7 and 7051) also have thesame haplotype, but it is a different variant from the favorable andunfavorable inbred haplotypes. Therefore, at the genetic level, the samegenetic comparison was tested in both populations and resulted in thesame relative value of the 2 different haplotypes being compared.

Utilizing these haplotypes as the search target, the hypothesizedinference space can be expanded to include other lines that have thesame haplotype. Searching the current database of lines in the referencegermplasm that have high density SNP fingerprints (FIG. 2), 4 otherlines (2 have 1 SNP locus with a different genotype) are considered tohave the same unfavorable haplotype, while 22 other potential testershave the same haplotypes (with one line have 1 SNP locus with adifferent genotype). This new inference space defines the selectionrules that could be applied to the breeding program within this set ofgermplasm.

Example 2 Use of Breeding Values for Informing Decisions in a BreedingProgram

A primary innovation of the present invention is the ability tosimultaneously select for multiple traits and target regions throughoutthe genome. Furthermore, this invention leverages historicalmarker-phenotype information, enabling pre-selection.

A key aspect of predictive haplotype-assisted selection is the abilityto rank haplotypes. This example includes a subset of 10 preferredhaplotypes, across 10 haplotype windows, for yield from elite temperatefemale corn inbreds that have been ranked using haplotype breeding valuecalculations. The haplotype effect estimates for each of the haplotypesfor six different phenotypic traits is shown in Table 10. This exampleillustrates the application of breeding values in decisions relating togermplasm improvement.

TABLE 10 Haplotype effect estimates for six traits in 10 haplotypes from10 different haplotype windows based on historical haplotype-phenotypeassociations. Haplotype window Haplotype YLD MST PHT TWT STLP RTLP 129531241745 1.352 0.2151 1.459 −0.2599 0.2232 0.416 12982 1242692 0.96210.07775 0.03957 −0.03569 −0.06116 −0.1129 12990 1242935 0.9671 0.041940.05432 −0.02923 −0.1668 0.1005 12996 1243070 1.155 0.0853 0.1127−0.03878 −0.07303 −0.06234 12999 1243137 1.07 0.06604 0.04864 −0.1115−0.021 −0.00063 13007 1243531 1.072 0.1053 0.2309 −0.04918 0 −0.0915813015 1243877 1.264 0.07502 0.7479 −0.02212 0.05377 0.4506 13056 12448181.049 −0.04826 0.1025 −0.03896 0.0773 0.2719 13078 1245282 1.758 0.028960.1952 −0.1369 −0.04367 0.1156 13092 1245725 1.09 0.197 0.4063 −0.06211−0.1563 0.02841 YLD = yield (bushels/acre), MST = moisture (%), PHT =plant height (inches), TWT = test weight (lbs/bushel), STLP = stalklodging (% of row; counts of total plants in row that are lodged), RTLP= root lodging (% of row; counts of total plants in row that arelodged).

Inferring the breeding value of a haplotype corresponds to answering thequestion: by how much will the mean of the germplasm change by changingthe frequency of this haplotype from its current value to fixation? Thisdepends on the effects and frequency of other haplotypes in the samewindow. When analyzing a subset of haplotypes, a correction factor needsto be used, which corresponds to the sum of frequencies of thehaplotypes retained, and haplotype frequencies are adjusted by dividingthem with this correction factor (Table 11).

TABLE 11 Calculation of adjusted haplotype frequency. HaplotypeCorrected frequency in Correction haplotype Haplotype germplasm Factorfrequency 1241745 0.017391 0.384783 0.045198 1242692 0.096774 0.759140.127479 1242935 0.262366 0.722581 0.363095 1243070 0.037118 0.4737990.078341 1243137 0.078603 0.362445 0.216867 1243531 0.097614 0.2950110.330882 1243877 0.0671 0.448052 0.149758 1244818 0.021786 0.4008710.054348 1245282 0.04086 0.548387 0.07451 1245725 0.083691 0.4613730.181395

The next step in ranking haplotypes is to calculate the haplotypebreeding value by calculating the difference of the population mean andthe haplotype effect estimate, wherein the population mean is the sum ofthe products of each haplotype's corrected frequency and estimatedeffect (Table 12). The result listed in Table 13 represents the averageeffect of fixing that haplotype and the breeding value for each trait.In order to find the multiple trait score of any given haplotype, aweighted sum of breeding values for the multiple traits is obtained foreach haplotype. For this example, the following trait weights were used:YLD: 60% (+); MST: 15% (−); STLP: 9% (−); PHT: 8% (−); TWT: 4% (+);RTLP: 4% (−); the sign of each trait's correlation with yield isindicated in parentheses. The resulting index is shown in Table 13.Haplotype 1245282, of window 13078, clearly is the most desirable.Interestingly, for all of the other haplotypes in this analysis, theranking based on breeding values for all 6 traits is different from asimple ranking of the yield effect estimates. That is, a selectionstrategy based on yield alone may not produce the best overall plant.This finding reiterates the importance of considering multiple traits inselection models, particularly in light of the negative correlationbetween yield and many phenotypic traits.

TABLE 12 Calculation of population mean for each trait, wherein thepopulation mean is the sum of the products of each haplotype's frequencyand effect estimate. Haplotype YLD mean MST mean PHT mean TWT mean STLPmean RTLP mean 1241745 −0.090837853 −0.043306192 −0.0827 0.007891638−0.062215853 −0.070758814 1242692 0.014551841 −0.015110453 0.014922295−0.000895269 0.017879405 −0.004469858 1242935 0.121041369 0.0027429460.03235881 0.000743887 −0.017505446 0.036984851 1243070 0.107389862−0.010304101 0.0093003 0.01050318 0.04445318 0.058784931 1243137−0.008991506 −0.01716759 0.038747651 −0.012664398 0.0099679520.011827682 1243531 0.476469265 0.026092059 0.055694853 −0.041073309 0−0.009946765 1243877 0.137087923 0.009745411 0.020751981 0.016647971−0.016325256 0.031501304 1244818 0.084271739 0.019438859 0.0301982610.022125924 −0.045735109 −0.100301848 1245282 −0.049701765 0.0304835290.027517227 −0.004194745 0.021528059 0.049876863 1245725 −0.286935116−0.029174977 −0.046871888 0.023150336 0.00831414 −0.009225116 YLD =yield (bushels/acre), MST = moisture (%), PHT = plant height (inches),TWT = test weight (lbs/bushel), STLP = stalk lodging (% of row; countsof total plants in row that are lodged), RTLP = root lodging (% of row;counts of total plants in row that are lodged).

TABLE 13 Calculation of breeding value (BV) for each trait andcalculation of breeding index. Haplotype YLD BV MST BV PHT BV TWT BVSTLP BV RTLP BV Index 1241745 1.442837853 0.258406192 1.5417−0.267791638 0.285415853 0.486758814 0.647736338 1242692 0.9475481590.092860453 0.024647705 −0.034794731 −0.079039405 −0.1084301420.562686974 1242935 0.846058631 0.039197054 0.02196119 −0.029973887−0.149294554 0.063515149 0.509695674 1243070 1.047610138 0.0956041010.1033997 −0.04928318 −0.11748318 −0.121124931 0.619400648 12431371.078991506 0.08320759 0.009892349 −0.098835602 −0.030967952−0.012459482 0.633454448 1243531 0.595530735 0.079207941 0.175205147−0.008106691 0 −0.081633235 0.3343619 1243877 1.126912077 0.0652745890.727148019 −0.038767971 0.070095256 0.419098696 0.583560977 12448180.964728261 −0.067698859 0.072301739 −0.061085924 0.1230351090.372201848 0.554802976 1245282 1.807701765 −0.001523529 0.167682773−0.132705255 −0.065198059 0.065723137 1.069365656 1245725 1.3769351160.226174977 0.453171888 −0.085260336 −0.16461414 0.037635116 0.765880527YLD = yield (bushels/acre), MST = moisture (%), PHT = plant height(inches), TWT = test weight (lbs/bushel), STLP = stalk lodging (% ofrow; counts of total plants in row that are lodged), RTLP = root lodging(% of row; counts of total plants in row that are lodged).

One skilled in the art can recognize the tremendous advantage of havingthese indices available for a set of germplasm in a breeding program. Inparticular, these values enable pre-selection, the next generation ofmarker-assisted selection. Pre-selection further economizes breeding bynot only removing the need for phenotyping but by enabling screeninginbred lines for multiple traits prior to actually making breedingcrosses. Further, knowing a priori which chromosomal regions in whichlines are favorable not only allows more informed breeding decisions butcapitalizes on historical marker-phenotype data in an entirely new andhighly beneficial manner.

Example 3 Implementation of Pre-Selection in a Breeding Program ViaAutomatic Model Picking

With haplotype estimation, pre-selection can be applied to a breedingprogram. This enables breeders, through marker-assisted selection onpre-determined significant haplotypes, to make genetic gain before newlines and breeding crosses are tested in the field. Breeders startpre-selection projects by selecting a list of crosses and buildingmodels based on the haplotypes carried by each parental line in thecross. One approach is to manually select haplotypes, but this hampersthe breeders' ability to sort through a large number of possiblecrosses. There may also be inconsistencies in the way haplotypes areselected from cross to cross and there may be a need to restrain thechoice of too many genomic regions in the model. For instance, if themodel is too complex, predictive ability, and potential genetic gain,will likely be compromised. To control for model complexity and alsomeet high-throughput requirement, an Automatic Model Picking (AMP)algorithm has been developed for two-way and three-way crosses. Thisprocess involves (1) establishing the cutoff for picking up significanthaplotypes; (2) selection of significant haplotypes from differenttraits into the model; (3) handling negative correlations betweencertain traits; and (4) optimization of the model using model complexity(FIG. 3).

The first step is to establish the cutoff for significance forhaplotypes for different traits. The p-value for significance of thedifference between the haplotypes from each parent at a window iscalculated using an unpaired t test. The next step is to establish thep-value cutoff as a pre-requisite for inclusion into the model. Theyield p-value cutoff is set as the lowest among all of the traits acrossall of the breeding populations (e.g., 0.15). For all other traits, thep-value cutoff is determined based on the perceived weaknesses of anygiven breeding cross (e.g., when both parents of a breeding cross areknow to have stalk problems, it is probably wise to include morehaplotypes that are expected to increase stalk strength). An approach topredict strengths or weaknesses of a breeding cross is to use BestLinear Unbiased Predictions (BLUP's) calculated on the parental linesusing phenotypic data (see Bernardo, Breeding for Quantitative Traits inPlants, Stemma Press, Woodbury, Minn., 2002). How the average of theparental BLUPs for any trait in a cross compares to the same metric inother crosses will provide an indication of the relative advantage ofthat cross. The breeding cross BLUP is the weighted average of theparental w BLUPs (weighted according to the relative contribution of theparents to the cross: e.g., 50% for both parents of an F2, 25% and 75%for the donor and recurrent parents of a BC 1, respectively). Eachbreeding cross is subsequently be compared to a population of breedingcrosses based on the means and standard deviations of BLUP values foreach trait in that population and, from this benchmarking, p-valuecutoffs may be chosen (Tables 14 and 15).

TABLE 14 Hybrid BLUP p value cutoff for Moisture. p-value Hybrid BLUPDistribution cutoff mean + 2 * std < hybrid BLUP 0.15 mean + std <hybrid BLUP < mean + 2 * std 0.12 mean < hybrid BLUP < mean + std 0.1mean − std < hybrid BLUP < mean 0.09 mean − 2 * std < hybrid BLUP < mean− std 0.07 hybrid BLUP < mean − 2 * std 0.04 BLUP = best linear unbiasedprediction, std = standard deviation.

TABLE 15 Hybrid BLUP p value cutoff for test weight. p-value Hybrid BLUPDistribution cutoff mean + 2 * std < hybrid BLUP 0.001 mean + std <hybrid BLUP < mean + 2 * std 0.01 mean < hybrid BLUP < mean + std 0.03mean − std < hybrid BLUP < mean 0.04 mean − 2 * std < hybrid BLUP < mean− std 0.06 hybrid BLUP < mean − 2 * std 0.09 BLUP = best linear unbiasedprediction, std = standard deviation.

A major concern for breeders using selection models is the negativecorrelation between yield and other phenotypic traits, such as moistureand plant height. This AMP strategy directly addresses this issue byusing trait ratios that allow a breeder to simultaneously select forhigh yield and low moisture (or plant height). The trait ratio is chosento either exceed a certain level (e.g., 5 Bushels/acre for eachadditional percent of moisture) or be less than zero, which ensureshigher yield and lower moisture (or plant height).

The breeder is then able to initiate model building. Significanthaplotype window's for each trait are sequentially selected in thefollowing order: yield, moisture, plant height, stalk lodging, testweight, and root lodging. Also, negative correlations are considered foryield and moisture and for yield and plant height. Polymorphic markersare selected for each set of parents for each of the significanthaplotype windows. Based on the resulting model, model complexity isestimated. If the model exceeds the complexity cutoff, the p-valuecutoff is then decreased and the model is re-built; this cycle will berepeated until the model complexity is appropriate (FIG. 3).

In order to understand the number of haplotype windows that will beassumed using this algorithm, assume a model complexity cutoff of 7.5.Model complexity is represented as −log 10 (probability of a perfect F1gamete). In the case of one 12 cM region, assuming 15% recombination forthe sake of simplicity, the probability of a perfect gamete is:0.5*0.85=0.425. The model complexity is represented by: −log10(0.425)=0.37. Thus, the number of possible independent regions is:n=7.5/0.372=20.2. Therefore, in this case, selection will be performedon between 10 and 25 regions. As prediction capabilities improve andcomputational capabilities are enhanced, one skilled in the art cananticipate a greater number of haplotypes to be included inpre-selection models.

Once the final model is obtained, the full gain (at fixation for allfavorable haplotypes) for each trait is calculated by adding half of thedifference of haplotype effects across all of the selected haplotypewindows. The frequency-adjusted predicted gain is obtained based on theexpected allele frequency once the pre-selection process is complete; asmodel complexity increases, the average frequency across selectedhaplotypes will decrease for a given pre-selection protocol. Based onfrequency-adjusted predicted gain, an additional optimization step canbe included to either increase or decrease the importance of secondarytraits in the model.

This algorithm represents a powerful tool for breeders. Those skilled inthe art can appreciate the benefits of a model selection tool that“self-corrects” for complexity, thus maintaining predictive ability.This type of tool is easily implemented in an existing computer-basedbreeding package that contains genotype, phenotype, and pedigreeinformation for a set of germplasm.

Example 4 Use of Haplotype Effect Estimates in Making Breeding Decisions

The present invention provides haplotype information that enables abreeder to make informed breeding decisions. The methods andcompositions of the present invention enable the determination of thegenotype of one or more plants, using markers underlying at least onehaplotype window, and the resulting fingerprint is used to identify thehaplotypic composition of the haplotype window which is subsequentlyassociated with one or more haplotype effect estimates for one or morephenotypic traits as disclosed herein. This information is valuable indecision-making for a breeder because it enables a selection decision tobe based on estimated phenotype without having to phenotype the plantper se. Further, it is preferred to make decisions based on genotyperather than phenotype due the fact phenotype is influenced by multiplebiotic and abiotic factors that can confound evaluation of any giventrait and performance prediction.

In one aspect, one or more haplotypes are determined by genotyping oneor more plants using markers for one or more haplotype windows. Thebreeder is able to correspond the haplotypes with their respectivehaplotype effect estimates for one or more phenotypes of interest andmake a decision based on the preferred haplotype. Plants comprising oneor more preferred haplotypes are then advanced in the breeding program.

In one aspect, advancement decisions in line development breeding aretraditionally made based on phenotype, wherein decisions are madebetween two or more plants showing segregation for one or morephenotypic traits. An advantage of the present invention is the abilityto make decisions based on haplotypes wherein a priori information isleveraged, enabling “predictive breeding.” In this aspect, during linedevelopment breeding for a crop plant, sublines are evaluated forsegregation at one or more marker loci. Individuals segregating at oneor more haplotype windows can be identified unambiguously usinggenotyping and, for any given haplotype window, individuals comprisingthe preferred haplotype are selected. In preferred aspects, theselection decision is based on a haplotype effect estimate, a haplotypefrequency, or a breeding value.

All publications and published patent documents cited in thisspecification are incorporated herein by reference to the same extent asif each individual publication or patent application was specificallyand individually indicated to be incorporated by reference.

As various modifications could be made in the constructions and methodsherein described and illustrated without departing from the scope of theinvention, it is intended that all matter contained in the foregoingdescription or shown in the accompanying drawings shall be interpretedas illustrative rather than limiting. The breadth and scope of thepresent invention should not be limited by any of the above-describedexemplary embodiments, but should be defined only in accordance with thefollowing claims appended hereto and their equivalents.

LENGTHY TABLES The patent application contains a lengthy table section.A copy of the table is available in electronic form from the USPTO website(http://seqdata.uspto.gov/?pageRequest=docDetail&DocID=US20100293673A1).An electronic copy of the table will also be available from the USPTOupon request and payment of the fee set forth in 37 CFR 1.19(b)(3).

1. A method of plant breeding comprising delineating at least onehaplotype window comprising at least two haplotypes within the genome ofa plant; associating each of the at least two haplotypes with at leastone numerical value related to one or more phenotypic traits; and makinga plant breeding decision based on the at least one numerical value. 2.The method of claim 1, wherein the plant is a crop plant selected fromthe group consisting of a forage crop, oilseed crop, grain crop, fruitcrop, ornamental plants, vegetable crop, fiber crop, spice crop, nutcrop, turf crop, sugar crop, beverage crop, tuber crop, root crop, andforest crop.
 3. The method of claim 1, wherein the phenotypic trait isselected from the group consisting of herbicide tolerance, diseaseresistance, insect or pest resistance, altered fatty acid, protein orcarbohydrate metabolism, increased grain yield, increased oil, enhancednutritional content, increased growth rates, enhanced stress tolerance,preferred maturity, enhanced organoleptic properties, alteredmorphological characteristics, sterility, other agronomic traits, traitsfor industrial uses, or traits for improved consumer appeal.
 4. Themethod of claim 1, wherein the at least one numerical value is ahaplotype effect estimate.
 5. The method of claim 1, wherein the atleast one numerical value is a haplotype frequency.
 6. The method ofclaim 1, wherein the at least one numerical value is a breeding value.7. The method of claim 1, wherein the plant breeding decision comprisesselecting among breeding populations based on the at least one numericalvalue
 8. The method of claim 1, wherein the plant breeding decisioncomprises selecting progeny in one or more breeding populations based onthe at least one numerical value.
 9. The method of claim 1, wherein theplant breeding decision comprises predicting progeny performance ofparental lines and selecting parental lines based on the predictedprogeny performance.
 10. The method of claim 1, wherein the plantbreeding decision comprises advancing lines in germplasm improvementactivities based on the at least one numerical value.
 11. The method ofclaim 10, wherein the germplasm improvement activities are selected fromthe group consisting of line and variety development, hybriddevelopment, transgenic event selection, making breeding crosses,testing and advancing a plant through self fertilization, purificationof lines or sublines, using plant or parts thereof for transformation,using plants or parts thereof for candidates for expression constructs,and using plant or parts thereof for mutagenesis.
 12. The method ofclaim 1, wherein the plant breeding decision comprises selecting for atleast one phenotypic trait based on the at least one numerical valueassociated with another phenotypic trait.
 13. A method of plant breedingcomprising providing at least two plants having a plurality of haplotypewindows, each of the plurality of haplotype windows comprising at leasttwo haplotypes; determining a haplotype effect estimate for at least onephenotypic trait for each of the at least two haplotypes throughmarker-phenotypic trait associations; and making plant breedingdecisions based on the determined haplotype effect estimate for the atleast one phenotypic trait.
 14. The method of claim 13, wherein theplant is a crop plant selected from the group consisting of a foragecrop, oilseed crop, grain crop, fruit crop, ornamental plants, vegetablecrop, fiber crop, spice crop, nut crop, turf crop, sugar crop, beveragecrop, tuber crop, root crop, and forest crop.
 15. The method of claim13, wherein the phenotypic trait is selected from the group consistingof herbicide tolerance, disease resistance, insect or pest resistance,altered fatty acid, protein or carbohydrate metabolism, increased grainyield, increased oil, enhanced nutritional content, increased growthrates, enhanced stress tolerance, preferred maturity, enhancedorganoleptic properties, altered morphological characteristics,sterility, other agronomic traits, traits for industrial uses, or traitsfor improved consumer appeal.
 16. The method of claim 13, wherein theplant breeding decision comprises selecting among breeding populationsbased on one or more determined haplotype effect estimates.
 17. Themethod of claim 13, wherein the plant breeding decision comprisesselecting among progeny in one or more breeding populations based on oneor more determined haplotype effect estimates.
 18. The method of claim13, wherein the plant breeding decision comprises selecting predictingprogeny performance of parental lines based on one or more determinedhaplotype effect estimates and selecting among parental lines based onthe predicted progeny performance.
 19. The method of claim 13, whereinthe plant breeding decision comprises advancing lines in germplasmimprovement activities based on one or more determined haplotype effectestimates.
 20. The method of claim 19, wherein the germplasm improvementactivities are selected from the group consisting of line and varietydevelopment, hybrid development, transgenic event selection, makingbreeding crosses, testing and advancing a plant through selffertilization, using plant or parts thereof for transformation, usingplants or parts thereof for candidates for expression constructs, andusing plant or parts thereof for mutagenesis.
 21. The method of claim13, wherein the plant breeding decision comprises selecting for aphenotypic trait based on one or more determined haplotype effectestimates associated with at least one other phenotypic trait.
 22. Amethod of plant breeding comprising establishing a fingerprint mapdefining a plurality of haplotype windows within the genome of at leasttwo plants; associating a QTL allele with known map location with aphenotypic trait; and assaying at least one other plant for presence ofthe QTL allele using at least one marker for at least one of theplurality of haplotype windows to predict expression of the phenotypictrait.
 23. The method of claim 22, wherein the plant is a crop plantselected from the group consisting of a forage crop, oilseed crop, graincrop, fruit crop, ornamental plants, vegetable crop, fiber crop, spicecrop, nut crop, turf crop, sugar crop, beverage crop, tuber crop, rootcrop, and forest crop.
 24. The method of claim 22, wherein thephenotypic trait is selected from the group consisting of herbicidetolerance, disease resistance, insect or pest resistance, altered fattyacid, protein or carbohydrate metabolism, increased grain yield,increased oil, enhanced nutritional content, increased growth rates,enhanced stress tolerance, preferred maturity, enhanced organolepticproperties, altered morphological characteristics, sterility, otheragronomic traits, traits for industrial uses, or traits for improvedconsumer appeal.
 25. The method of claim 22, wherein the marker isselected from the group consisting of a genetic marker, a haplotype, anucleic acid sequence, a transcriptional profile, a metabolic profile, anutrient composition profile, a protein expression profile, and aphenotypic character.
 26. The method of claim 22, wherein the methodfurther comprises selecting among breeding populations based on thepredicted expression of the phenotypic trait.
 27. The method of claim22, wherein the method further comprises selecting among progeny in oneor more breeding populations based on the predicted expression.
 28. Themethod of claim 22, wherein the method further comprises predictingprogeny performance of parental lines based on the predicted expressionand selecting among parental lines based on the predicted progenyperformance.
 29. The method of claim 22, wherein the method furthercomprises advancing lines in germplasm improvement activities based onthe predicted expression of the phenotypic trait.
 30. The method ofclaim 29, wherein the germplasm improvement activities are selected fromthe group consisting of line and variety development, hybriddevelopment, transgenic event selection, making breeding crosses,testing and advancing a plant through self fertilization, using plant orparts thereof for transformation, using plants or parts thereof forcandidates for expression constructs, and using plant or parts thereoffor mutagenesis.
 31. The method of claim 22, wherein the method plantbreeding decision comprises selecting for a phenotypic trait based onone or more determined haplotype effect estimates associated with atleast one other phenotypic trait.
 32. A method of marker assistedbreeding comprising providing a breeding population comprising at leasttwo plants; associating at least one phenotypic trait with at least twohaplotypes within at least one haplotype window in the genome of thebreeding population, wherein the haplotype window is defined by at leastone marker; and assaying for the presence of the at least one marker topredict expression of at least one phenotypic trait in a progeny plantof the breeding population.
 33. The method of claim 32, wherein theplant is a crop plant selected from the group consisting of a foragecrop, oilseed crop, grain crop, fruit crop, ornamental plants, vegetablecrop, fiber crop, spice crop, nut crop, turf crop, sugar crop, beveragecrop, tuber crop, root crop, and forest crop.
 34. The method of claim32, wherein the phenotypic trait is selected from the group consistingof herbicide tolerance, disease resistance, insect or pest resistance,altered fatty acid, protein or carbohydrate metabolism, increased grainyield, increased oil, enhanced nutritional content, increased growthrates, enhanced stress tolerance, preferred maturity, enhancedorganoleptic properties, altered morphological characteristics,sterility, other agronomic traits, traits for industrial uses, or traitsfor improved consumer appeal.
 35. The method of claim 32, wherein themarker is selected from the group consisting of a genetic marker, ahaplotype, a nucleic acid sequence, a transcriptional profile, ametabolic profile, a nutrient composition profile, a protein expressionprofile, and a phenotypic character.
 36. The method of claim 32, whereinthe method further comprises selecting among breeding populations basedon the predicted expression.
 37. The method of claim 32, wherein themethod further comprises selecting among progeny in breeding populationsbased on the predicted expression.
 38. The method of claim 32, whereinthe method further comprises predicting progeny performance based on thepredicted expression and selecting among parental lines based on thepredicted progeny performance.
 39. The method of claim 32, wherein themethod further comprises advancing lines in germplasm improvementactivities based on the predicted expression.
 40. The method of claim39, wherein the germplasm improvement activities are selected from thegroup consisting of line and variety development, hybrid development,transgenic event selection, making breeding crosses, testing andadvancing a plant through self fertilization, using plant or partsthereof for transformation, using plants or parts thereof for candidatesfor expression constructs, and using plant or parts thereof formutagenesis.
 41. The method of claim 40, wherein the method plantbreeding decision comprises selecting for a phenotypic trait based onone or more determined haplotype effect estimates associated with atleast one other phenotypic trait.
 42. A method of selecting a breedingpopulation for use in a breeding program comprising providing at leasttwo distinct breeding populations; using a plurality of breeding valuesfor at least one phenotypic trait for at least two haplotypes within atleast one haplotype window for the breeding populations; selecting atleast one breeding population based on at least one breeding value. 43.The method of claim 42, wherein the breeding populations comprise cropplants selected from the group consisting of a forage crop, oilseedcrop, grain crop, fruit crop, ornamental plants, vegetable crop, fibercrop, spice crop, nut crop, turf crop, sugar crop, beverage crop, tubercrop, root crop, and forest crop.
 44. The method of claim 42, whereinthe breeding value is calculated for at least one phenotypic traitselected from the group consisting of herbicide tolerance, diseaseresistance, insect or pest resistance, altered fatty acid, protein orcarbohydrate metabolism, increased grain yield, increased oil, enhancednutritional content, increased growth rates, enhanced stress tolerance,preferred maturity, enhanced organoleptic properties, alteredmorphological characteristics, sterility, other agronomic traits, traitsfor industrial uses, or traits for improved consumer appeal.
 45. Themethod of claim 42, wherein the breeding population is used in germplasmimprovement activities
 46. The method of claim 45, wherein the germplasmimprovement activities are selected from the group consisting of lineand variety development, hybrid development, transgenic event selection,making breeding crosses, testing and advancing a plant through selffertilization, using plant or parts thereof for transformation, usingplants or parts thereof for candidates for expression constructs, andusing plant or parts thereof for mutagenesis.
 47. A method ofidentifying a specific haplotype within a haplotype window of a breedingpopulation, comprising a) providing a plurality of marker loci across ahaplotype window in a sequential order; b) detecting the allelic stateof each of the plurality of marker loci in an individual of the breedingpopulation; and c) identifying the specific haplotype by the allelicstate of each of the plurality of marker loci in the same sequentialorder.
 48. The method of claim 47, wherein the populations comprise aplant that is a crop plant selected from the group consisting of aforage crop, oilseed crop, grain crop, fruit crop, ornamental plants,vegetable crop, fiber crop, spice crop, nut crop, turf crop, sugar crop,beverage crop, tuber crop, root crop, and forest crop.
 49. A corn plant,comprising at least 3 haplotypes selected from the group consisting ofhaplotypes 1241745, 1245282, 1243877, 1243070, 1245725, 1243531,1243137, 1244818, 1242935, 1242692, 1243209, 1239247, 1242639, 1245002,1242764, 1245051, 1242555, 1241471, 1243921, 1245245, 4239097, 1244707,1240716, 1243724, 1240194, 1238977, 1239277, 1241428, 1241344, 1241584,1243419, 1240798, 1239269, 1241694, 1244582, 1244051, 1242655, 1244350,1240495, 1242169, 1241828, 1243958, 1241430, 1239542, 1240734, 1244381,1239572, 1243540, 1239335, and
 1240910. 50. A corn plant of claim 49,comprising at least 3 haplotypes selected from the group consisting ofhaplotypes 1241745, 1245282, 1243877, 1243070, and
 1245725. 51. A cornplant of claim 49, comprising at least 5 haplotypes selected from thegroup consisting of haplotypes 1241745, 1245282, 1243877, 1243070,1245725, 1243531, 1243137, 1244818, 1242935, 1242692, 1243209, 1239247,1242639, 1245002, 1242764, 1245051, 1242555, 1241471, 1243921, 1245245,1239097, 1244707, 1240716, 1243724, 1240194, 1238977, 1239277, 1241428,1241344, 1241584, 1243419, 1240798, 1239269, 1241694, 1244582, 1244051,1242655, 1244350, 1240495, 1242169, 1241828, 1243958, 1241430, 1239542,1240734, 1244381, 1239572, 1243540, 1239335, and
 1240910. 52. A cornplant of claim 51, comprising at least 5 haplotypes selected from thegroup consisting of haplotypes 1241745, 1245282, 1243877, 1243070,1245725, 1243531, 1243137, 1244818, 1242935, and
 1242692. 53. A cornplant of claim 49, comprising at least 8 haplotypes selected from thegroup consisting of haplotypes 1241745, 1245282, 1243877, 1243070,1245725, 1243531, 1243137, 1244818, 1242935, 1242692, 1243209, 1239247,1242639, 1245002, 1242764, 1245051, 1242555, 1241471, 1243921, 1245245,1239097, 1244707, 1240716, 1243724, 1240194, 1238977, 1239277, 1241428,1241344, 1241584, 1243419, 1240798, 1239269, 1241694, 1244582, 1244051,1242655, 1244350, 1240495, 1242169, 1241828, 1243958, 1241430, 1239542,1240734, 1244381, 1239572, 1243540, 1239335, and
 1240910. 54. A cornplant of claim 53, comprising at least 8 haplotypes selected from thegroup consisting of haplotypes 1241745, 1245282, 1243877, 1243070,1245725, 1243531, 1243137, 1244818, 1242935, 1242692, 1243209, 1239247,1242639, 1245002, 1242764, 1245051, 1242555, 1241471, 1243921, and1245245.
 55. A corn plant of claim 49, comprising at least 11 haplotypesselected from the group consisting of haplotypes 1241745, 1245282,1243877, 1243070, 1245725, 1243531, 1243137, 1244818, 1242935, 1242692,1243209, 1239247, 1242639, 1245002, 1242764, 1245051, 1242555, 1241471,1243921, 1245245, 1239097, 1244707, 1240716, 1243724, 1240194, 1238977,1239277, 1241428, 1241344, 1241584, 1243419, 1240798, 1239269, 1241694,1244582, 1244051, 1242655, 1244350, 1240495, 1242169, 1241828, 1243958,1241430, 1239542, 1240734, 1244381, 1239572, 1243540, 1239335, and1240910.
 56. A corn plant of claim 55, comprising at least 11 haplotypesselected from the group consisting of haplotypes 1241745, 1245282,1243877, 1243070, 1245725, 1243531, 1243137, 1244818, 1242935, 1242692,1243209, 1239247, 1242639, 1245002, 1242764, 1245051, 1242555, 1241471,1243921, 1245245, 1239097, 1244707, 1240716, 1243724, 1240194, 1238977,1239277, 1241428, 1241344, and
 1241584. 57. A corn plant of claim 49,comprising at least 16 haplotypes selected from the group consisting ofhaplotypes 1241745, 1245282, 1243877, 1243070, 1245725, 1243531,1243137, 1244818, 1242935, 1242692, 1243209, 1239247, 1242639, 1245002,1242764, 1245051, 1242555, 1241471, 1243921, 1245245, 1239097, 1244707,1240716, 1243724, 1240194, 1238977, 1239277, 1241428, 1241344, 1241584,1243419, 1240798, 1239269, 1241694, 1244582, 1244051, 1242655, 1244350,1240495, 1242169, 1241828, 1243958, 1241430, 1239542, 1240734, 1244381,1239572, 1243540, 1239335, and
 1240910. 58. A corn plant of claim 57,comprising at least 16 haplotypes selected from the group consisting ofhaplotypes 1241745, 1245282, 1243877, 1243070, 1245725, 1243531,1243137, 1244818, 1242935, 1242692, 1243209, 1239247, 1242639, 1245002,1242764, 1245051, 1242555, 1241471, 1243921, 1245245, 1239097, 1244707,1240716, 1243724, 1240194, 1238977, 1239277, 1241428, 1241344, 1241584,1243419, 1240798, 1239269, 1241694, 1244582, 1244051, 1242655, 1244350,1240495, and
 1242169. 59. A corn plant of claim 49, comprising at least17 haplotypes selected from the group consisting of haplotypes 1241745,1245282, 1243877, 1243070, 1245725, 1243531, 1243137, 1244818, 1242935,1242692, 1243209, 1239247, 1242639, 1245002, 1242764, 1245051, 1242555,1241471, 1243921, 1245245, 1239097, 1244707, 1240716, 1243724, 1240194,1238977, 1239277, 1241428, 1241344, 1241584, 1243419, 1240798, 1239269,1241694, 1244582, 1244051, 1242655, 1244350, 1240495, 1242169, 1241828,1243958, 1241430, 1239542, 1240734, 1244381, 1239572, 1243540, 1239335,and
 1240910. 60. A corn plant, comprising at least one haplotypeselected from the group consisting of haplotypes 1242746, 1241485,1245310, 1240420, 1240492, 1239759, 1239569, 1243417, 1244049, 1240800,1245000, 1240365, 1241593, 1245744, 1243051, 1243218, 1239271, 1243882,1243381, 1243320, 1242721, 1245179, 1245720, 1243989, 1242655, 1243920,1242720, 1243146, 1243420, 1245823, 1240901, 1241721, 1240014, 1241038,1242688, 1244169, 1244067, 1243858, 1244914, 1240598, 1244272, 1244583,1243362, 1240747, 1241848, 1239321, 1240272, 1245072, 1240282, and1240573.
 61. A corn plant of claim 60, comprising at least one haplotypeselected from the group consisting of haplotypes 1242746, 1241485,1245310, 1240420, 1240492, 1239759, 1239569, 1243417, 1244049, and1240800.
 62. A corn plant of claim 61, comprising at least one haplotypeselected from the group consisting of haplotypes 1242746, 1241485,1245310, 1240420, and
 1240492. 63. A corn plant of claim 60, comprisingat least 9 haplotypes selected from the group consisting of haplotypes1242746, 1241485, 1245310, 1240420, 1240492, 1239759, 1239569, 1243417,1244049, 1240800, 1245000, 1240365, 1241593, 1245744, 1243051, 1243218,1239271, 1243882, 1243381, 1243320, 1242721, 1245179, 1245720, 1243989,1242655, 1243920, 1242720, 1243146, 1243420, 1245823, 1240901, 1241721,1240014, 1241038, 1242688, 1244169, 1244067, 1243858, 1244914, 1240598,1244272, 1244583, 1243362, 1240747, 1241848, 1239321, 1240272, 1245072,1240282, and
 1240573. 64. A corn plant of claim 63, comprising at least9 haplotypes selected from the group consisting of haplotypes 1242746,1241485, 1245310, 1240420, 1240492, 1239759, 1239569, 1243417, 1244049,1240800, 1245000, 1240365, 1241593, 1245744, 1243051, 1243218, 1239271,1243882, 1243381, and
 1243320. 65. A corn plant of claim 60, comprisingat least 12 haplotypes selected from the group consisting of haplotypes1242746, 1241485, 1245310, 1240420, 1240492, 1239759, 1239569, 1243417,1244049, 1240800, 1245000, 1240365, 1241593, 1245744, 1243051, 1243218,1239271, 1243882, 1243381, 1243320, 1242721, 1245179, 1245720, 1243989,1242655, 1243920, 1242720, 1243146, 1243420, 1245823, 1240901, 1241721,1240014, 1241038, 1242688, 1244169, 1244067, 1243858, 1244914, 1240598,1244272, 1244583, 1243362, 1240747, 1241848, 1239321, 1240272, 1245072,1240282, and
 1240573. 66. A corn plant of claim 65, comprising at least12 haplotypes selected from the group consisting of haplotypes 1242746,1241485, 1245310, 1240420, 1240492, 1239759, 1239569, 1243417, 1244049,1240800, 1245000, 1240365, 1241593, 1245744, 1243051, 1243218, 1239271,1243882, 1243381, 1243320, 1242721, 1245179, 1245720, 1243989, 1242655,1243920, 1242720, 1243146, 1243420, and
 1245823. 67. A corn plant ofclaim 60, comprising at least 16 haplotypes selected from the groupconsisting of haplotypes 1242746, 1241485, 1245310, 1240420, 1240492,1239759, 1239569, 1243417, 1244049, 1240800, 1245000, 1240365, 1241593,1245744, 1243051, 1243218, 1239271, 1243882, 1243381, 1243320, 1242721,1245179, 1245720, 1243989, 1242655, 1243920, 1242720, 1243146, 1243420,1245823, 1240901, 1241721, 1240014, 1241038, 1242688, 1244169, 1244067,1243858, 1244914, 1240598, 1244272, 1244583, 1243362, 1240747, 1241848,1239321, 1240272, 1245072, 1240282, and
 1240573. 68. A corn plant ofclaim 67, comprising at least 16 haplotypes selected from the groupconsisting of haplotypes 1242746, 1241485, 1245310, 1240420, 1240492,1239759, 1239569, 1243417, 1244049, 1240800, 1245000, 1240365, 1241593,1245744, 1243051, 1243218, 1239271, 1243882, 1243381, 1243320, 1242721,1245179, 1245720, 1243989, 1242655, 1243920, 1242720, 1243146, 1243420,1245823, 1240901, 1241721, 1240014, 1241038, 1242688, 1244169, 1244067,1243858, 1244914, and
 1240598. 69. A corn plant of claim 60, comprisingat least 19 haplotypes selected from the group consisting of haplotypes1242746, 1241485, 1245310, 1240420, 1240492, 1239759, 1239569, 1243417,1244049, 1240800, 1245000, 1240365, 1241593, 1245744, 1243051, 1243218,1239271, 1243882, 1243381, 1243320, 1242721, 1245179, 1245720, 1243989,1242655, 1243920, 1242720, 1243146, 1243420, 1245823, 1240901, 1241721,1240014, 1241038, 1242688, 1244169, 1244067, 1243858, 1244914, 1240598,1244272, 1244583, 1243362, 1240747, 1241848, 1239321, 1240272, 1245072,1240282, and
 1240573. 70. A corn plant, comprising at least 4 haplotypesselected from the group consisting of haplotypes 1240622, 1242654,1241736, 1239494, 1245298, 1239848, 1240909, 1244689, 1242686, 1242272,1240417, 1240747, 1244365, 1243882, 1243938, 1243725, 1243920, 1239423,1244699, 1241274, 1239868, 1241848, 1241565, 1243566, 1240481, 1244846,1242341, 1245643, 1241796, 1244356, 1241746, 1244050, 1241531, 1242570,1244113, 1245075, 1245676, 1240726, 1242368, 1241784, 1244272, 1240038,1239330, 1245014, 1239327, 1243554, 1240248, 1240598, 1241718, and1240348.
 71. A corn plant of claim 70, comprising at least 4 haplotypesselected from the group consisting of haplotypes 1240622, 1242654,1241736, 1239494, and
 1245298. 72. A corn plant of claim 70, comprisingat least 6 haplotypes selected from the group consisting of haplotypes1240622, 1242654, 1241736, 1239494, 1245298, 1239848, 1240909, 1244689,1242686, 1242272, 1240417, 1240747, 1244365, 1243882, 1243938, 1243725,1243920, 1239423, 1244699, 1241274, 1239868, 1241848, 1241565, 1243566,1240481, 1244846, 1242341, 1245643, 1241796, 1244356, 1241746, 1244050,1241531, 1242570, 1244113, 1245075, 1245676, 1240726, 1242368, 1241784,1244272, 1240038, 1239330, 1245014, 1239327, 1243554, 1240248, 1240598,1241718, and
 1240348. 73. A corn plant of claim 72, comprising at least6 haplotypes selected from the group consisting of haplotypes 1240622,1242654, 1241736, 1239494, 1245298, 1239848, 1240909, 1244689, 1242686,1242272, 1240417, 1240747, 1244365, 1243882, 1243938, 1243725, 1243920,1239423, 1244699, 1241274, 1239868, 1241848, 1241565, 1243566, 1240481,1244846, 1242341, 1245643, 1241796, and
 1244356. 74. A corn plant ofclaim 73, comprising at least 6 haplotypes selected from the groupconsisting of haplotypes 1240622, 1242654, 1241736, 1239494, 1245298,1239848, 1240909, 1244689, 1242686, 1242272, 1240417, 1240747, 1244365,1243882, 1243938, 1243725, 1243920, 1239423, 1244699, and
 1241274. 75. Acorn plant of claim 74, comprising at least 6 haplotypes selected fromthe group consisting of haplotypes 1240622, 1242654, 1241736, 1239494,1245298, 1239848, 1240909, 1244689, 1242686, and
 1242272. 76. A cornplant of claim 70, comprising at least 12 haplotypes selected from thegroup consisting of haplotypes 1240622, 1242654, 1241736, 1239494,1245298, 1239848, 1240909, 1244689, 1242686, 1242272, 1240417, 1240747,1244365, 1243882, 1243938, 1243725, 1243920, 1239423, 1244699, 1241274,1239868, 1241848, 1241565, 1243566, 1240481, 1244846, 1242341, 1245643,1241796, 1244356, 1241746, 1244050, 1241531, 1242570, 1244113, 1245075,1245676, 1240726, 1242368, 1241784, 1244272, 1240038, 1239330, 1245014,1239327, 1243554, 1240248, 1240598, 1241718, and
 1240348. 77. A cornplant of claim 76, comprising at least 12 haplotypes selected from thegroup consisting of haplotypes 1240622, 1242654, 1241736, 1239494,1245298, 1239848, 1240909, 1244689, 1242686, 1242272, 1240417, 1240747,1244365, 1243882, 1243938, 1243725, 1243920, 1239423, 1244699, 1241274,1239868, 1241848, 1241565, 1243566, 1240481, 1244846, 1242341, 1245643,1241796, 1244356, 1241746, 1244050, 1241531, 1242570, 1244113, 1245075,1245676, 1240726, 1242368, and
 1241784. 78. A corn plant of claim 70,comprising at least 15 haplotypes selected from the group consisting ofhaplotypes 1240622, 1242654, 1241736, 1239494, 1245298, 1239848,1240909, 1244689, 1242686, 1242272, 1240417, 1240747, 1244365, 1243882,1243938, 1243725, 1243920, 1239423, 1244699, 1241274, 1239868, 1241848,1241565, 1243566, 1240481, 1244846, 1242341, 1245643, 1241796, 1244356,1241746, 1244050, 1241531, 1242570, 1244113, 1245075, 1245676, 1240726,1242368, 1241784, 1244272, 1240038, 1239330, 1245014, 1239327, 1243554,1240248, 1240598, 1241718, and
 1240348. 79. A corn plant, comprising atleast 4 haplotypes selected from the group consisting of haplotypes1239172, 1240420, 1244276, 1240365, 1240353, 1241219, 1239490, 1243351,1242131, 1244365, 1242728, 1242929, 1242400, 1240422, 1239330, 1240240,1244998, 1242746, 1242338, 1243554, 1240016, 1245720, 1244635, 1239344,1242367, 1242512, 1239253, 1239569, 1244168, 1244171, 1239416, 1240681,1243596, 1239325, 1242424, 1243873, 1240726, 1240718, 1241487, 1238959,1241736, 1244113, 1240906, 1243854, 1241706, 1242662, 1242686, 1244059,1241442, and
 1245919. 80. A corn plant of claim 79, comprising at least4 haplotypes selected from the group consisting of haplotypes 1239172,1240420, 1244276, 1240365, and
 1240353. 81. A corn plant of claim 79,comprising at least 7 haplotypes selected from the group consisting ofhaplotypes 1239172, 1240420, 1244276, 1240365, 1240353, 1241219,1239490, 1243351, 1242131, 1244365, 1242728, 1242929, 1242400, 1240422,1239330, 1240240, 1244998, 1242746, 1242338, 1243554, 1240016, 1245720,1244635, 1239344, 1242367, 1242512, 1239253, 1239569, 1244168, 1244171,1239416, 1240681, 1243596, 1239325, 1242424, 1243873, 1240726, 1240718,1241487, 1238959, 1241736, 1244113, 1240906, 1243854, 1241706, 1242662,1242686, 1244059, 1241442, and
 1245919. 82. A corn plant of claim 81,comprising at least 7 haplotypes selected from the group consisting ofhaplotypes 1239172, 1240420, 1244276, 1240365, 1240353, 1241219,1239490, 1243351, 1242131, 1244365, 1242728, 1242929, 1242400, 1240422,1239330, 1240240, 1244998, 1242746, 1242338, and
 1243554. 83. A cornplant of claim 82, comprising at least 7 haplotypes selected from thegroup consisting of haplotypes 1239172, 1240420, 1244276, 1240365,1240353, 1241219, 1239490, 1243351, 1242131, and
 1244365. 84. A cornplant of claim 79, comprising at least 11 haplotypes selected from thegroup consisting of haplotypes 1239172, 1240420, 1244276, 1240365,1240353, 1241219, 1239490, 1243351, 1242131, 1244365, 1242728, 1242929,1242400, 1240422, 1239330, 1240240, 1244998, 1242746, 1242338, 1243554,1240016, 1245720, 1244635, 1239344, 1242367, 1242512, 1239253, 1239569,1244168, 1244171, 1239416, 1240681, 1243596, 1239325, 1242424, 1243873,1240726, 1240718, 1241487, 1238959, 1241736, 1244113, 1240906, 1243854,1241706, 1242662, 1242686, 1244059, 1241442, and
 1245919. 85. A cornplant of claim 84, comprising at least 11 haplotypes selected from thegroup consisting of haplotypes 1239172, 1240420, 1244276, 1240365,1240353, 1241219, 1239490, 1243351, 1242131, 1244365, 1242728, 1242929,1242400, 1240422, 1239330, 1240240, 1244998, 1242746, 1242338, 1243554,1240016, 1245720, 1244635, 1239344, 1242367, 1242512, 1239253, 1239569,1244168, and
 1244171. 86. A corn plant of claim 79, comprising at least16 haplotypes selected from the group consisting of haplotypes 1239172,1240420, 1244276, 1240365, 1240353, 1241219, 1239490, 1243351, 1242131,1244365, 1242728, 1242929, 1242400, 1240422, 1239330, 1240240, 1244998,1242746, 1242338, 1243554, 1240016, 1245720, 1244635, 1239344, 1242367,1242512, 1239253, 1239569, 1244168, 1244171, 1239416, 1240681, 1243596,1239325, 1242424, 1243873, 1240726, 1240718, 1241487, 1238959, 1241736,1244113, 1240906, 1243854, 1241706, 1242662, 1242686, 1244059, 1241442,and
 1245919. 87. A corn plant of claim 86, comprising at least 16haplotypes selected from the group consisting of haplotypes 1239172,1240420, 1244276, 1240365, 1240353, 1241219, 1239490, 1243351, 1242131,1244365, 1242728, 1242929, 1242400, 1240422, 1239330, 1240240, 1244998,1242746, 1242338, 1243554, 1240016, 1245720, 1244635, 1239344, 1242367,1242512, 1239253, 1239569, 1244168, 1244171, 1239416, 1240681, 1243596,1239325, 1242424, 1243873, 1240726, 1240718, 1241487, and
 1238959. 88. Acorn plant of claim 79, comprising at least 19 haplotypes selected fromthe group consisting of haplotypes 1239172, 1240420, 1244276, 1240365,1240353, 1241219, 1239490, 1243351, 1242131, 1244365, 1242728, 1242929,1242400, 1240422, 1239330, 1240240, 1244998, 1242746, 1242338, 1243554,1240016, 1245720, 1244635, 1239344, 1242367, 1242512, 1239253, 1239569,1244168, 1244171, 1239416, 1240681, 1243596, 1239325, 1242424, 1243873,1240726, 1240718, 1241487, 1238959, 1241736, 1244113, 1240906, 1243854,1241706, 1242662, 1242686, 1244059, 1241442, and
 1245919. 89. A cornplant, comprising at least one haplotype that is preferred for ayield-plant height ratio that is greater than 3 or negative, whereinyield is positive and plant height is negative.
 90. A corn plant ofclaim 89, comprising at least 118 haplotypes selected from the groupconsisting of haplotypes 1240330, 1240341, 1240365, 1240373, 1240335,1244963, 1244954, 1244998, 1245002, 1242131, 1242134, 1242136, 1245111,1240904, 1240906, 1244818, 1244826, 1242719, 1242728, 1242731, 1242738,1242720, 1242721, 1241220, 1241234, 1244641, 1244644, 1244657, 1244635,1238977, 1238987, 1239022, 1239028, 1245360, 1245372, 1245362, 1245368,1242928, 1242929, 1243964, 1240029, 1241366, 1241347, 1241350, 1243703,1243714, 1243717, 1243724, 1243705, 1243710, 1239181, 1239198, 1239210,1242381, 1242367, 1242368, 1244274, 1244285, 1244276, 1244525, 1244526,1244527, 1244531, 1243862, 1243873, 1239490, 1239496, 1244516, 1240415,1240416, 1241563, 1241564, 1241567, 1243917, 1243918, 1241406, 1239845,1239846, 1239848, 1240428, 1240454, 1240420, 1240422, 1240679, 1240681,1240687, 1244774, 1240798, 1240811, 1240800, 1240964, 1240977, 1240971,1243373, 1243382, 1243375, 1245130, 1245120, 1239147, 1239148, 1240261,1240263, 1240264, 1240265, 1240266, 1242866, 1242878, 1242881, 1242869,1240252, 1239338, 1239340, 1239341, 1243999, 1244000, 1244001, 1243110,1243120, 1243112, 1243116, 1243118, 1239652, 1239653, 1243796, 1243790,1239532, 1239542, 1239533, 1239539, 1242230, 1242220, 1242221, 1242225,1242227, 1244500, 1244501, 1239981, 1244168, 1244169, 1240495, 1240484,1242688, 1242692, 1245718, 1245720, 1244300, 1244316, 1244305, 1241580,1241603, 1241428, 1241447, 1241450, 1241430, 1241436, 1242932, 1242942,1242934, 1242935, 1242938, 1243209, 1243218, 1240932, 1240935, 1245511,1240241, 1240242, 1240246, 1239406, 1238934, 1244187, 1244189, 1244190,1240670, 1243051, 1243070, 1243080, 1243059, 1243540, 1243596, 1243538,1242065, 1242095, 1242067, 1242115, 1242072, 1240119, 1241885, 1241906,1241924, 1245917, 1245918, 1245923, 1242628, 1243967, 1243970, 1243972,1243974, 1239572, 1239583, 1239574, 1239623, 1245562, 1245575, 1245564,1245595, 1245565, 1241099, 1241108, 1241112, 1241124, 1241638, 1241632,1241633, 1241634, 1243417, 1243429, 1243436, 1243444, 1243419, 1243420,1240194, 1240181, 1240184, 1240922, 1240924, 1240926, 1245090, 1245089,1242986, 1242995, 1243001, 1242988, 1243018, 1243036, 1243042, 1242994,1244006, 1244007, 1244008, 1244009, 1244095, 1244097, 1239866, 1239867,1242537, 1242546, 1242550, 1242539, 1242540, 1242543, 1242545, 1245411,1245422, 1245413, 1245447, 1242785, 1242797, 1242787, 1242792, 1241025,1241035, 1241038, 1241045, 1241071, 1241030, 1241969, 1241960, 1242952,1242954, 1244874, 1244875, 1240270, 1240281, 1240282, 1244220, 1244202,1244235, 1240714, 1244914, 1245916, 1243855, 1243858, 1245929, 1245930,1242663, 1243607, 1243608, 1243609, 1242149, 1242150, 1242151, 1242156,1245199, 1244602, 1244596, 1239058, 1241872, 1242632, 1242644, 1242633,1242639, 1242507, 1242510, 1243273, 1243274, 1243261, 1244106, 1244115,1244118, 1241706, 1245881, 1245882, 1243346, 1243347, 1243348, 1243351,1243352, 1243355, 1242982, 1245072, 1245073, 1245074, 1240007, 1240016,1240014, 1243847, 1243623, 1243632, 1241461, 1241471, 1241474, 1241487,1243315, 1243320, 1243322, 1242169, 1242179, 1245828, 1245846, 1245822,1245824, 1239328, 1243135, 1243137, 1243174, 1243979, 1241284, 1241307,1241278, 1239904, 1239915, 1245245, 1244077, 1244079, 1244081, 1244082,1241088, 1240589, 1240602, 1240590, 1240596, 1244196, 1244198, 1242055,1242062, 1242034, 1242037, 1240174, 1240175, 1244692, 1245772, 1239065,1239074, 1239066, 1239068, 1242252, 1242289, 1242253, 1239655, 1239671,1239674, 1239687, 1239662, 1239663, 1244023, 1244013, 1239269, 1239271,1239273, 1239277, 1240881, 1240884, 1245794, 1242970, 1240709, 1240710,1240712, 1239972, 1239978, 1241786, 1241790, 1240572, 1240573, 1240576,1240580, 1239759, 1239761, 1239809, 1245274, 1245277, 1245281, 1245282,1241165, 1244700, 1242555, 1242557, 1242560, 1240718, 1242338, 1241826,1241838, 1239344, 1239353, 1239376, 1239348, 1245744, 1245745, 1244048,1244049, 1244050, 1244053, 1245207, 1245208, 1245210, 1245659, 1245676,1245662, 1245663, 1240112, 1240113, 1240114, 1240257, 1240259, 1243987,1243989, 1245760, 1245761, 1241458, 1241459, 1245189, 1245192, 1241818,1241819, 1239244, 1239253, 1239245, 1239425, 1239411, 1239413, 1240616,1240621, 1242214, 1242216, 1245554, 1245555, 1242713, 1245637, 1245643,1245298, 1245308, 1245326, 1244360, 1244381, 1244410, 1243933, 1243938,1243926, 1241746, 1245763, 1245764, 1245765, 1245766, 1245768, and1245769.
 91. A corn plant, comprising at least one haplotype that ispreferred for a yield-moisture ratio that is greater than 3 or negative,wherein yield is positive and moisture is negative.
 92. A corn plant ofclaim 91, comprising at least 169 haplotypes selected from the groupconsisting of haplotypes 1240341, 1240348, 1240353, 1240365, 1240373,1240386, 1240335, 1244946, 1244963, 1244948, 1244998, 1245007, 1245011,1245014, 1245051, 1242130, 1242131, 1242132, 1242134, 1245110, 1245111,1245112, 1245114, 1240910, 1240904, 1240909, 1244805, 1244815, 1244818,1244826, 1244846, 1242719, 1242728, 1242731, 1242734, 1242738, 1242721,1242764, 1241207, 1241219, 1241220, 1241234, 1244631, 1244641, 1244643,1244644, 1244657, 1244633, 1244635, 1238977, 1238987, 1238988, 1239022,1239028, 1245362, 1242931, 1243958, 1243959, 1245709, 1240029, 1241344,1241346, 1241347, 1243714, 1243717, 1243724, 1243705, 1243710, 1239155,1239172, 1239156, 1239181, 1239158, 1239198, 1239210, 1242365, 1242367,1242400, 1242368, 1244274, 1244285, 1244276, 1244526, 1244527, 1243862,1243871, 1243873, 1243877, 1243863, 1243882, 1243904, 1239494, 1239496,1240415, 1240416, 1241563, 1241565, 1241567, 1241568, 1243917, 1243918,1241406, 1241407, 1239842, 1239845, 1239846, 1239848, 1244582, 1240428,1240419, 1240451, 1240454, 1240679, 1240681, 1240687, 1244774, 1244776,1244780, 1240811, 1240813, 1240800, 1240964, 1240977, 1240966, 1241001,1240971, 1243373, 1243382, 1243375, 1245118, 1245120, 1245125, 1239147,1239148, 1241605, 1241621, 1241607, 1241608, 1240261, 1240262, 1240263,1240264, 1240265, 1240266, 1242881, 1242869, 1245557, 1245558, 1240248,1240250, 1240252, 1240254, 1239340, 1239341, 1243999, 1244000, 1244001,1244502, 1244504, 1239968, 1239969, 1244063, 1244064, 1244065, 1241571,1241573, 1244900, 1244901, 1244902, 1244907, 1243110, 1243120, 1243112,1243116, 1239652, 1239653, 1243786, 1243796, 1243797, 1239542, 1239533,1239539, 1239540, 1242219, 1242220, 1242221, 1242225, 1242226, 1242227,1239981, 1239985, 1244168, 1244171, 1240481, 1240492, 1240493, 1240495,1240484, 1242686, 1242690, 1242691, 1242692, 1245718, 1245720, 1245721,1245725, 1244300, 1244316, 1244305, 1241580, 1241593, 1241584, 1241585,1241428, 1241438, 1241442, 1241447, 1241430, 1241436, 1242932, 1242942,1242934, 1242935, 1243209, 1243215, 1243216, 1240932, 1240935, 1245511,1245513, 1240241, 1240242, 1240246, 1241694, 1241696, 1241697, 1239403,1239405, 1238906, 1238916, 1238934, 1238959, 1244187, 1244189, 1239312,1239321, 1239320, 1240668, 1240670, 1240671, 1240106, 1240107, 1243051,1243070, 1243080, 1243056, 1243057, 1243059, 1243531, 1243540, 1243554,1243566, 1243596, 1243538, 1242065, 1242115, 1240118, 1241885, 1241906,1241887, 1241924, 1244892, 1244894, 1245404, 1239034, 1243489, 1244887,1244888, 1245918, 1245919, 1245923, 1242628, 1242629, 1243968, 1243970,1243972, 1243974, 1239572, 1239582, 1239583, 1239585, 1239574, 1239623,1239577, 1245562, 1245575, 1245584, 1245564, 1245595, 1245565, 1242424,1242432, 1241112, 1241124, 1241626, 1241634, 1243428, 1243436, 1243444,1243419, 1240179, 1240192, 1240194, 1240184, 1240923, 1240924, 1240925,1240926, 1245081, 1245090, 1245085, 1245087, 1245089, 1242986, 1242995,1243001, 1242988, 1243018, 1243036, 1243042, 1242994, 1244438, 1244439,1244440, 1244441, 1244006, 1244007, 1244009, 1244095, 1244096, 1244097,1242537, 1242546, 1242550, 1242540, 1242543, 1242545, 1245411, 1245422,1245413, 1245447, 1242797, 1242787, 1242790, 1241035, 1241045, 1241027,1241071, 1241030, 1240036, 1241956, 1241958, 1241960, 1242952, 1242954,1244872, 1244875, 1244200, 1244220, 1244202, 1244235, 1240713, 1240714,1244918, 1245914, 1245916, 1239856, 1243854, 1245927, 1245929, 1245930,1242662, 1242675, 1243608, 1243609, 1243610, 1242161, 1242150, 1242151,1242155, 1242156, 1245197, 1245199, 1245200, 1245203, 1244588, 1244602,1244596, 1239058, 1239059, 1239062, 1239868, 1239870, 1239876, 1241870,1241871, 1241874, 1240676, 1240677, 1242632, 1242642, 1242633, 1242639,1242640, 1242497, 1242512, 1243259, 1243273, 1243274, 1243261, 1243292,1244118, 1244119, 1244131, 1244108, 1244113, 1241699, 1241702, 1241706,1245881, 1245882, 1245883, 1245885, 1243362, 1243351, 1243352, 1243355,1242982, 1242983, 1245073, 1245075, 1245076, 1245077, 1240016, 1240664,1240665, 1240666, 1243846, 1243847, 1243632, 1243652, 1241461, 1241471,1241473, 1241485, 1241487, 1241531, 1242654, 1242655, 1243318, 1243322,1242169, 1242171, 1242172, 1245819, 1245828, 1245846, 1245822, 1245823,1245824, 1239325, 1239327, 1239328, 1239330, 1243135, 1243146, 1243149,1243137, 1243977, 1243979, 1243981, 1241271, 1241284, 1241273, 1241307,1241274, 1241278, 1239893, 1239915, 1239895, 1245237, 1245251, 1245238,1245245, 1244077, 1244079, 1244080, 1244082, 1244083, 1240108, 1240109,1240699, 1241093, 1241094, 1241090, 1240598, 1240601, 1240590, 1244196,1244197, 1244198, 1242055, 1242033, 1242062, 1242034, 1242037, 1242039,1244690, 1244691, 1244692, 1245773, 1239065, 1239074, 1239066, 1239067,1239097, 1239068, 1242250, 1242261, 1242272, 1242289, 1242253, 1239666,1239671, 1239674, 1239675, 1239657, 1239662, 1239663, 1244023, 1244013,1244017, 1239269, 1239280, 1239271, 1239277, 1245180, 1245889, 1245891,1240881, 1240884, 1244881, 1239335, 1240709, 1240710, 1239972, 1239974,1239976, 1239979, 1241784, 1241798, 1241787, 1240582, 1240573, 1240576,1240580, 1239748, 1239761, 1239778, 1239809, 1245274, 1245277, 1245279,1245282, 1241155, 1241165, 1241177, 1244697, 1244707, 1244699, 1244700,1244705, 1242555, 1242568, 1242570, 1242557, 1240716, 1240726, 1240734,1240747, 1240718, 1242330, 1242341, 1242338, 1241848, 1241828, 1239344,1239353, 1239365, 1239376, 1239348, 1245742, 1245747, 1244051, 1244053,1245207, 1245209, 1245210, 1245659, 1245676, 1245661, 1245662, 1245663,1245799, 1245802, 1240112, 1240113, 1240257, 1240259, 1243987, 1243988,1243989, 1245759, 1245760, 1245761, 1241458, 1241459, 1245189, 1245190,1245192, 1243614, 1241818, 1241819, 1239244, 1239262, 1239245, 1239247,1239416, 1239423, 1240615, 1240616, 1240619, 1240621, 1240622, 1242214,1242216, 1245554, 1245555, 1245272, 1245273, 1242711, 1242712, 1242713,1245637, 1245308, 1245299, 1244349, 1244360, 1244365, 1244350, 1244381,1244410, 1244356, 1243920, 1243938, 1243921, 1243951, 1241736, 1241745,1241746, 1241718, 1245763, 1245764, 1245765, 1245768, and
 1245769. 93. Acorn plant, comprising at least 3 haplotypes selected from the groupconsisting of haplotypes 1240437, 1244921, 1239500, 1242504, 1243877,1240280, 1243378, 1240805, 1245695, 1239419, 1238927, 1240824, 1244751,1242383, 1244958, 1245723, 1241440, 1245503, 1241364, 1241957, 123 273,1241211, 1242153, 1240424, 1243448, 1238980, 1242540, 1239043, 1241410,1244018, 1240701, 1244097, 1239740, 1243704, 1240041, 1242667, 1245003,1242567, 1240266, 1243787, 1242636, 1245927, 1241224, 1242665, 1241195,1240251, 1239172, 1244508, 1240253, and
 1241110. 94. A corn plant ofclaim 93, comprising at least 3 haplotypes selected from the groupconsisting of haplotypes 1240437, 1244921, 1239500, 1242504, and1243877.
 95. A corn plant of claim 93, comprising at least 4 haplotypesselected from the group consisting of haplotypes 1240437, 1244921,1239500, 1242504, 1243877, 1240280, 1243378, 1240805, 1245695, 1239419,1238927, 1240824, 1244751, 1242383, 1244958, 1245723, 1241440, 1245503,1241364, 1241957, 123 273, 1241211, 1242153, 1240424, 1243448, 1238980,1242540, 1239043, 1241410, 1244018, 1240701, 1244097, 1239740, 1243704,1240041, 1242667, 1245003, 1242567, 1240266, 1243787, 1242636, 1245927,1241224, 1242665, 1241195, 1240251, 1239172, 1244508, 1240253, and1241110.
 96. A corn plant of claim 95, comprising at least 4 haplotypesselected from the group consisting of haplotypes 1240437, 1244921,1239500, 1242504, 1243877, 1240280, 1243378, 1240805, 1245695, and1239419.
 97. A corn plant of claim 93, comprising at least 7 haplotypesselected from the group consisting of haplotypes 1240437, 1244921,1239500, 1242504, 1243877, 1240280, 1243378, 1240805, 1245695, 1239419,1238927, 1240824, 1244751, 1242383, 1244958, 1245723, 1241440, 1245503,1241364, 1241957, 123 273, 1241211, 1242153, 1240424, 1243448, 1238980,1242540, 1239043, 1241410, 1244018, 1240701, 1244097, 1239740, 1243704,1240041, 1242667, 1245003, 1242567, 1240266, 1243787, 1242636, 1245927,1241224, 1242665, 1241195, 1240251, 1239172, 1244508, 1240253, and1241110.
 98. A corn plant of claim 97, comprising at least 7 haplotypesselected from the group consisting of haplotypes 1240437, 1244921,1239500, 1242504, 1243877, 1240280, 1243378, 1240805, 1245695, 1239419,1238927, 1240824, 1244751, 1242383, 1244958, 1245723, 1241440, 1245503,1241364, and
 1241957. 99. A corn plant of claim 93, comprising at least9 haplotypes selected from the group consisting of haplotypes 1240437,1244921, 1239500, 1242504, 1243877, 1240280, 1243378, 1240805, 1245695,1239419, 1238927, 1240824, 1244751, 1242383, 1244958, 1245723, 1241440,1245503, 1241364, 1241957, 123 273, 1241211, 1242153, 1240424, 1243448,1238980, 1242540, 1239043, 1241410, 1244018, 1240701, 1244097, 1239740,1243704, 1240041, 1242667, 1245003, 1242567, 1240266, 1243787, 1242636,1245927, 1241224, 1242665, 1241195, 1240251, 1239172, 1244508, 1240253,and
 1241110. 100. A corn plant of claim 99, comprising at least 9haplotypes selected from the group consisting of haplotypes 1240437,1244921, 1239500, 1242504, 1243877, 1240280, 1243378, 1240805, 1245695,1239419, 1238927, 1240824, 1244751, 1242383, 1244958, 1245723, 1241440,1245503, 1241364, 1241957, 123 273, 1241211, 1242153, 1240424, 1243448,1238980, 1242540, 1239043, 1241410, and
 1244018. 101. A corn plant ofclaim 93, comprising at least 12 haplotypes selected from the groupconsisting of haplotypes 1240437, 1244921, 1239500, 1242504, 1243877,1240280, 1243378, 1240805, 1245695, 1239419, 1238927, 1240824, 1244751,1242383, 1244958, 1245723, 1241440, 1245503, 1241364, 1241957, 123 273,1241211, 1242153, 1240424, 1243448, 1238980, 1242540, 1239043, 1241410,1244018, 1240701, 1244097, 1239740, 1243704, 1240041, 1242667, 1245003,1242567, 1240266, 1243787, 1242636, 1245927, 1241224, 1242665, 1241195,1240251, 1239172, 1244508, 1240253, and
 1241110. 102. A corn plant ofclaim 101, comprising at least 12 haplotypes selected from the groupconsisting of haplotypes 1240437, 1244921, 1239500, 1242504, 1243877,1240280, 1243378, 1240805, 1245695, 1239419, 1238927, 1240824, 1244751,1242383, 1244958, 1245723, 1241440, 1245503, 1241364, 1241957, 123 273,1241211, 1242153, 1240424, 1243448, 1238980, 1242540, 1239043, 1241410,1244018, 1240701, 1244097, 1239740, 1243704, 1240041, 1242667, 1245003,1242567, 1240266, and
 1243787. 103. A corn plant of claim 93, comprisingat least 14 haplotypes selected from the group consisting of haplotypes1240437, 1244921, 1239500, 1242504, 1243877, 1240280, 1243378, 1240805,1245695, 1239419, 1238927, 1240824, 1244751, 1242383, 1244958, 1245723,1241440, 1245503, 1241364, 1241957, 123 273, 1241211, 1242153, 1240424,1243448, 1238980, 1242540, 1239043, 1241410, 1244018, 1240701, 1244097,1239740, 1243704, 1240041, 1242667, 1245003, 1242567, 1240266, 1243787,1242636, 1245927, 1241224, 1242665, 1241195, 1240251, 1239172, 1244508,1240253, and
 1241110. 104. A corn plant, comprising at least onehaplotype selected from the group consisting of haplotypes 1242879,1241721, 1244978, 1245717, 1242556, 1244950, 1241235, 1240902, 1243377,1244778, 1241213, 1241586, 1242344, 1240804, 1244529, 1244878, 1239982,1242571, 1244976, 1241714, 1242285, 1241606, 1245670, 1241241, 1243263,1245889, 1241095, 1241577, 1243398, 1244507, 1240882, 1243118, 1239897,1242971, 1245130, 1243499, 1241490, 1244486, 1245883, 1241958, 1239361,1245894, 1240968, 1242713, 1240036, 1242040, 1239883, 1240487, 1243865,and
 1243242. 105. A corn plant of claim 104, comprising at least onehaplotype selected from the group consisting of haplotypes 1242879,1241721, 1244978, 1245717, and
 1242556. 106. A corn plant of claim 104,comprising at least 5 haplotypes selected from the group consisting ofhaplotypes 1242879, 1241721, 1244978, 1245717, 1242556, 1244950,1241235, 1240902, 1243377, 1244778, 1241213, 1241586, 1242344, 1240804,1244529, 1244878, 1239982, 1242571, 1244976, 1241714, 1242285, 1241606,1245670, 1241241, 1243263, 1245889, 1241095, 1241577, 1243398, 1244507,1240882, 1243118, 1239897, 1242971, 1245130, 1243499, 1241490, 1244486,1245883, 1241958, 1239361, 1245894, 1240968, 1242713, 1240036, 1242040,1239883, 1240487, 1243865, and
 1243242. 107. A corn plant of claim 106,comprising at least 5 haplotypes selected from the group consisting ofhaplotypes 1242879, 1241721, 1244978, 1245717, 1242556, 1244950,1241235, 1240902, 1243377, and
 1244778. 108. A corn plant of claim 104,comprising at least 6 haplotypes selected from the group consisting ofhaplotypes 1242879, 1241721, 1244978, 1245717, 1242556, 1244950,1241235, 1240902, 1243377, 1244778, 1241213, 1241586, 1242344, 1240804,1244529, 1244878, 1239982, 1242571, 1244976, 1241714, 1242285, 1241606,1245670, 1241241, 1243263, 1245889, 1241095, 1241577, 1243398, 1244507,1240882, 1243118, 1239897, 1242971, 1245130, 1243499, 1241490, 1244486,1245883, 1241958, 1239361, 1245894, 1240968, 1242713, 1240036, 1242040,1239883, 1240487, 1243865, and
 1243242. 109. A corn plant of claim 108,comprising at least 6 haplotypes selected from the group consisting ofhaplotypes 1242879, 1241721, 1244978, 1245717, 1242556, 1244950,1241235, 1240902, 1243377, 1244778, 1241213, 1241586, 1242344, 1240804,1244529, 1244878, 1239982, 1242571, 1244976, and
 1241714. 110. A cornplant of claim 104, comprising at least 8 haplotypes selected from thegroup consisting of haplotypes 1242879, 1241721, 1244978, 1245717,1242556, 1244950, 1241235, 1240902, 1243377, 1244778, 1241213, 1241586,1242344, 1240804, 1244529, 1244878, 1239982, 1242571, 1244976, 1241714,1242285, 1241606, 1245670, 1241241, 1243263, 1245889, 1241095, 1241577,1243398, 1244507, 1240882, 1243118, 1239897, 1242971, 1245130, 1243499,1241490, 1244486, 1245883, 1241958, 1239361, 1245894, 1240968, 1242713,1240036, 1242040, 1239883, 1240487, 1243865, and
 1243242. 111. A cornplant of claim 110, comprising at least 8 haplotypes selected from thegroup consisting of haplotypes 1242879, 1241721, 1244978, 1245717,1242556, 1244950, 1241235, 1240902, 1243377, 1244778, 1241213, 1241586,1242344, 1240804, 1244529, 1244878, 1239982, 1242571, 1244976, 1241714,1242285, 1241606, 1245670, 1241241, 1243263, 1245889, 1241095, 1241577,1243398, 1244507, 1240882, 1243118, 1239897, 1242971, 1245130, 1243499,1241490, 1244486, 1245883, and
 1241958. 112. A corn plant of claim 111,comprising at least 8 haplotypes selected from the group consisting ofhaplotypes 1242879, 1241721, 1244978, 1245717, 1242556, 1244950,1241235, 1240902, 1243377, 1244778, 1241213, 1241586, 1242344, 1240804,1244529, 1244878, 1239982, 1242571, 1244976, 1241714, 1242285, 1241606,1245670, 1241241, 1243263, 1245889, 1241095, 1241577, 1243398, and1244507.
 113. A corn plant of claim 104, comprising at least 13haplotypes selected from the group consisting of haplotypes 1242879,1241721, 1244978, 1245717, 1242556, 1244950, 1241235, 1240902, 1243377,1244778, 1241213, 1241586, 1242344, 1240804, 1244529, 1244878, 1239982,1242571, 1244976, 1241714, 1242285, 1241606, 1245670, 1241241, 1243263,1245889, 1241095, 1241577, 1243398, 1244507, 1240882, 1243118, 1239897,1242971, 1245130, 1243499, 1241490, 1244486, 1245883, 1241958, 1239361,1245894, 1240968, 1242713, 1240036, 1242040, 1239883, 1240487, 1243865,and
 1243242. 114. A corn plant, comprising at least 5 haplotypesselected from the group consisting of haplotypes 1239420, 1242162,1242662, 1242335, 1240760, 1242879, 1241832, 1242358, 1242687, 1244302,1239494, 1240264, 1239361, 1242369, 1243789, 1245719, 1241349, 1242714,1240439, 1239164, 1239990, 1239061, 1243210, 1241610, 1245642, 1238912,1240040, 1241412, 1242371, 1245006, 1242344, 1239501, 1239370, 1239843,1244784, 1240031, 1241099, 1243727, 1245929, 1240687, 1240249, 1243213,1240271, 1238993, 1239578, 1245372, 1243377, 1242692, 1245121, and1242658.
 115. A corn plant of claim 114, comprising at least 5haplotypes selected from the group consisting of haplotypes 1239420,1242162, 1242662, 1242335, 1240760, 1242879, 1241832, 1242358, 1242687,and
 1244302. 116. A corn plant of claim 115, comprising at least 5haplotypes selected from the group consisting of haplotypes 1239420,1242162, 1242662, 1242335, and
 1240760. 117. A corn plant of claim 114,comprising at least 7 haplotypes selected from the group consisting ofhaplotypes 1239420, 1242162, 1242662, 1242335, 1240760, 1242879,1241832, 1242358, 1242687, 1244302, 1239494, 1240264, 1239361, 1242369,1243789, 1245719, 1241349, 1242714, 1240439, 1239164, 1239990, 1239061,1243210, 1241610, 1245642, 1238912, 1240040, 1241412, 1242371, 1245006,1242344, 1239501, 1239370, 1239843, 1244784, 1240031, 1241099, 1243727,1245929, 1240687, 1240249, 1243213, 1240271, 1238993, 1239578, 1245372,1243377, 1242692, 1245121, and
 1242658. 118. A corn plant of claim 117,comprising at least 7 haplotypes selected from the group consisting ofhaplotypes 1239420, 1242162, 1242662, 1242335, 1240760, 1242879,1241832, 1242358, 1242687, 1244302, 1239494, 1240264, 1239361, 1242369,1243789, 1245719, 1241349, 1242714, 1240439, 1239164, 1239990, 1239061,1243210, 1241610, 1245642, 1238912, 1240040, 1241412, 1242371, and1245006.
 119. A corn plant of claim 118, comprising at least 7haplotypes selected from the group consisting of haplotypes 1239420,1242162, 1242662, 1242335, 1240760, 1242879, 1241832, 1242358, 1242687,1244302, 1239494, 1240264, 1239361, 1242369, 1243789, 1245719, 1241349,1242714, 1240439, and
 1239164. 120. A corn plant of claim 114,comprising at least 10 haplotypes selected from the group consisting ofhaplotypes 1239420, 1242162, 1242662, 1242335, 1240760, 1242879,1241832, 1242358, 1242687, 1244302, 1239494, 1240264, 1239361, 1242369,1243789, 1245719, 1241349, 1242714, 1240439, 1239164, 1239990, 1239061,1243210, 1241610, 1245642, 1238912, 1240040, 1241412, 1242371, 1245006,1242344, 1239501, 1239370, 1239843, 1244784, 1240031, 1241099, 1243727,1245929, 1240687, 1240249, 1243213, 1240271, 1238993, 1239578, 1245372,1243377, 1242692, 1245121, and
 1242658. 121. A corn plant of claim 120,comprising at least 10 haplotypes selected from the group consisting ofhaplotypes 1239420, 1242162, 1242662, 1242335, 1240760, 1242879,1241832, 1242358, 1242687, 1244302, 1239494, 1240264, 1239361, 1242369,1243789, 1245719, 1241349, 1242714, 1240439, 1239164, 1239990, 1239061,1243210, 1241610, 1245642, 1238912, 1240040, 1241412, 1242371, 1245006,1242344, 1239501, 1239370, 1239843, 1244784, 1240031, 1241099, 1243727,1245929, and
 1240687. 122. A corn plant of claim 114, comprising atleast 12 haplotypes selected from the group consisting of haplotypes1239420, 1242162, 1242662, 1242335, 1240760, 1242879, 1241832, 1242358,1242687, 1244302, 1239494, 1240264, 1239361, 1242369, 1243789, 1245719,1241349, 1242714, 1240439, 1239164, 1239990, 1239061, 1243210, 1241610,1245642, 1238912, 1240040, 1241412, 1242371, 1245006, 1242344, 1239501,1239370, 1239843, 1244784, 1240031, 1241099, 1243727, 1245929, 1240687,1240249, 1243213, 1240271, 1238993, 1239578, 1245372, 1243377, 1242692,1245121, and
 1242658. 123. A corn plant, comprising at least 4haplotypes selected from the group consisting of haplotypes 1244555,1243269, 1239739, 1243708, 1241036, 1244878, 1244529, 1240820, 1242162,1241468, 1239003, 1240431, 1240018, 1241714, 1241721, 1243058, 1245769,1244918, 1239002, 1240331, 1239048, 1244778, 1240013, 1244637, 1245257,1244973, 1244379, 1242662, 1240042, 1244302, 1240031, 1242713, 1241610,1245072, 1241430, 1242369, 1239987, 1241966, 1245118, 1244207, 1244279,1245648, 1244352, 1240910, 1239161, 1244226, 1245710, 1241588, 1245773,and
 1245198. 124. A corn plant of claim 123, comprising at least 4haplotypes selected from the group consisting of haplotypes 1244555,1243269, 1239739, 1243708, and
 1241036. 125. A corn plant of claim 123,comprising at least 5 haplotypes selected from the group consisting ofhaplotypes 1244555, 1243269, 1239739, 1243708, 1241036, 1244878,1244529, 1240820, 1242162, 1241468, 1239003, 1240431, 1240018, 1241714,1241721, 1243058, 1245769, 1244918, 1239002, 1240331, 1239048, 1244778,1240013, 1244637, 1245257, 1244973, 1244379, 1242662, 1240042, 1244302,1240031, 1242713, 1241610, 1245072, 1241430, 1242369, 1239987, 1241966,1245118, 1244207, 1244279, 1245648, 1244352, 1240910, 1239161, 1244226,1245710, 1241588, 1245773, and
 1245198. 126. A corn plant of claim 125,comprising at least 5 haplotypes selected from the group consisting ofhaplotypes 1244555, 1243269, 1239739, 1243708, 1241036, 1244878,1244529, 1240820, 1242162, 1241468, 1239003, 1240431, 1240018, 1241714,1241721, 1243058, 1245769, 1244918, 1239002, 1240331, 1239048, 1244778,1240013, 1244637, 1245257, 1244973, 1244379, 1242662, 1240042, 1244302,1240031, 1242713, 1241610, 1245072, 1241430, 1242369, 1239987, 1241966,1245118, and
 1244207. 127. A corn plant of claim 126, comprising atleast 5 haplotypes selected from the group consisting of haplotypes1244555, 1243269, 1239739, 1243708, 1241036, 1244878, 1244529, 1240820,1242162, 1241468, 1239003, 1240431, 1240018, 1241714, 1241721, 1243058,1245769, 1244918, 1239002, 1240331, 1239048, 1244778, 1240013, 1244637,1245257, 1244973, 1244379, 1242662, 1240042, and
 1244302. 128. A cornplant of claim 127, comprising at least 5 haplotypes selected from thegroup consisting of haplotypes 1244555, 1243269, 1239739, 1243708,1241036, 1244878, 1244529, 1240820, 1242162, 1241468, 1239003, 1240431,1240018, 1241714, 1241721, 1243058, 1245769, 1244918, 1239002, and1240331.
 129. A corn plant of claim 128, comprising at least 5haplotypes selected from the group consisting of haplotypes 1244555,1243269, 1239739, 1243708, 1241036, 1244878, 1244529, 1240820, 1242162,and
 1241468. 130. A corn plant of claim 123, comprising at least 13haplotypes selected from the group consisting of haplotypes 1244555,1243269, 1239739, 1243708, 1241036, 1244878, 1244529, 1240820, 1242162,1241468, 1239003, 1240431, 1240018, 1241714, 1241721, 1243058, 1245769,1244918, 1239002, 1240331, 1239048, 1244778, 1240013, 1244637, 1245257,1244973, 1244379, 1242662, 1240042, 1244302, 1240031, 1242713, 1241610,1245072, 1241430, 1242369, 1239987, 1241966, 1245118, 1244207, 1244279,1245648, 1244352, 1240910, 1239161, 1244226, 1245710, 1241588, 1245773,and
 1245198. 131. A corn plant, comprising at least one haplotype thatis preferred for a yield-plant height ratio that is greater than 3 ornegative, wherein yield is positive and plant height is negative.
 132. Acorn plant of claim 131, comprising at least 128 haplotypes selectedfrom the group consisting of haplotypes 1240342, 1240346, 1240331,1240352, 1240354, 1240334, 1244957, 1244947, 1244971, 1244973, 1244988,1244950, 1244951, 1245009, 1245034, 1245038, 1245003, 1245006, 1242130,1242134, 1242135, 1242136, 1245111, 1245112, 1240910, 1240911, 1240902,1240903, 1244815, 1244810, 1242730, 1242720, 1242722, 1242724, 1241217,1241208, 1241209, 1241241, 1241211, 1241215, 1244640, 1244632, 1238986,1239002, 1239003, 1238980, 1238983, 1238985, 1245370, 1245361, 1245362,1245367, 1245368, 1242928, 1243959, 1243961, 1245709, 1245710, 1245711,1245714, 1245717, 1240033, 1241350, 1243712, 1243715, 1243721, 1243755,1243708, 1243710, 1239164, 1239167, 1239172, 1239159, 1242375, 1242366,1242387, 1242372, 1242373, 1244274, 1244285, 1244277, 1244278, 1244279,1243133, 1243134, 1244540, 1244529, 1243863, 1243865, 1243866, 1239505,1239491, 1239494, 1239495, 1239497, 1239569, 1239570, 1242968, 1242969,1240707, 1244517, 1244519, 1241563, 1241566, 1244159, 1244160, 1244161,1241409, 1241411, 1241412, 1239842, 1239844, 1239845, 1244582, 1244583,1244586, 1240431, 1240418, 1240437, 1240421, 1240424, 1240679, 1240682,1240684, 1244774, 1244778, 1244780, 1244781, 1240824, 1240835, 1240802,1240803, 1240804, 1240972, 1243373, 1243386, 1243392, 1243401, 1243378,1243381, 1245133, 1245154, 1245122, 1245124, 1239147, 1241610, 1240265,1242880, 1242881, 1242874, 1240248, 1240250, 1239339, 1239343, 1244001,1244502, 1244504, 1244505, 1244064, 1244065, 1241571, 1241572, 1241573,1241574, 1241577, 1244900, 1244901, 1244905, 1244907, 1243110, 1243112,1243113, 1243116, 1243118, 1239654, 1243795, 1243788, 1243825, 1243789,1243790, 1243792, 1239532, 1239534, 1239536, 1239540, 1242237, 1242221,1242222, 1242224, 1239739, 1239740, 1239981, 1239990, 1239982, 1239985,1239987, 1244170, 1244175, 1240481, 1240490, 1240513, 1240518, 1240484,1240485, 1240488, 1242696, 1242700, 1242689, 1245728, 1245736, 1245725,1244300, 1244301, 1244304, 1241581, 1241437, 1241440, 1241452, 1241430,1241431, 1241433, 1241434, 1242943, 1242934, 1242935, 1242938, 1243224,1243232, 1243214, 1240935, 1240937, 1245521, 1245530, 1245513, 1245514,1245516, 1240241, 1240243, 1240245, 1239405, 1239406, 1238917, 1238922,1238926, 1238927, 1238933, 1238938, 1238910, 1244507, 1244508, 1244509,1244187, 1244188, 1244189, 1244190, 1244191, 1244192, 1244194, 1239312,1239313, 1239315, 1239316, 1240669, 1240671, 1245499, 1245500, 1245502,1245503, 1244272, 1244273, 1243070, 1243052, 1243057, 1243058, 1243546,1243553, 1243592, 1243539, 1242074, 1242066, 1242069, 1242073, 1240117,1240152, 1240124, 1241899, 1244891, 1244895, 1245405, 1245406, 1245408,1239043, 1239048, 1239035, 1239037, 1243505, 1243490, 1243510, 1243511,1243493, 1243495, 1244889, 1244890, 1245917, 1245923, 1243968, 1243969,1243970, 1243974, 1239573, 1239603, 1239576, 1239577, 1245572, 1245574,1245598, 1245565, 1245568, 1245569, 1242424, 1242433, 1242444, 1242451,1242455, 1242426, 1242428, 1242431, 1241112, 1241121, 1241106, 1241627,1241651, 1241634, 1243417, 1243430, 1243431, 1243447, 1243448, 1243421,1240196, 1240197, 1240199, 1240182, 1240923, 1240924, 1240926, 1242989,1243033, 1242994, 1245296, 1245297, 1244007, 1244008, 1244095, 1244097,1244098, 1244099, 1244101, 1242538, 1245420, 1245437, 1245416, 1245417,1242795, 1242800, 1242786, 1241036, 1241037, 1241046, 1241048, 1241062,1241029, 1241030, 1240036, 1240046, 1240037, 1240072, 1240082, 1240041,1240042, 1241967, 1241970, 1241971, 1241974, 1241958, 1241961, 1242954,1242956, 1242960, 1244872, 1240280, 1240289, 1240293, 1240275, 1240276,1244216, 1244218, 1244204, 1244207, 1240713, 1240714, 1244923, 1244913,1244914, 1244915, 1244917, 1245915, 1239856, 1243857, 1245928, 1245930,1242664, 1242666, 1242667, 1243609, 1243612, 1243613, 1242163, 1242151,1242153, 1242157, 1245197, 1245200, 1244588, 1244607, 1244589, 1244592,1244593, 1239059, 1239877, 1239883, 1239869, 1239889, 1239871, 1239873,1239874, 1239876, 1241880, 1241874, 1241875, 1241876, 1242649, 1242635,1242638, 1242639, 1242640, 1242508, 1242513, 1242498, 1242502, 1242503,1242504, 1243269, 1243282, 1243285, 1243262, 1243263, 1243264, 1244110,1244112, 1244113, 1241700, 1241702, 1245882, 1245883, 1245884, 1245885,1245886, 1243346, 1243356, 1243349, 1243350, 1243351, 1245072, 1245074,1245076, 1245814, 1245815, 1240008, 1240011, 1240012, 1240013, 1240666,1243846, 1243847, 1243848, 1243850, 1240638, 1240640, 1240647, 1240630,1240652, 1240633, 1243623, 1243646, 1243629, 1241475, 1241462, 1241490,1241468, 1242655, 1242656, 1243326, 1243321, 1243322, 1242170, 1242197,1242208, 1242175, 1245838, 1245862, 1245827, 1239326, 1243157, 1243138,1243142, 1241282, 1239893, 1239903, 1239895, 1239934, 1239897, 1245250,1245257, 1245245, 1244080, 1240108, 1240109, 1240699, 1240700, 1240599,1240601, 1240603, 1240590, 1240593, 1240596, 1241949, 1241950, 1242040,1242034, 1242036, 1239234, 1239226, 1239228, 1240175, 1240176, 1245782,1245775, 1239065, 1239082, 1239066, 1239096, 1239102, 1239068, 1239123,1242262, 1242251, 1242271, 1242278, 1242285, 1242293, 1242309, 1242311,1242256, 1242257, 1244444, 1244456, 1244461, 1244445, 1244486, 1244449,1239676, 1239686, 1239659, 1239713, 1244020, 1244014, 1244015, 1244017,1244018, 1239278, 1239281, 1239273, 1245180, 1245181, 1245899, 1245891,1245893, 1245894, 1240882, 1240887, 1240889, 1241820, 1241821, 1241822,1245795, 1245796, 1245797, 1242970, 1242973, 1242974, 1242975, 1240709,1240711, 1241794, 1241802, 1241787, 1241788, 1241790, 1240581, 1240573,1240574, 1240575, 1240580, 1239758, 1239749, 1239810, 1245275, 1245276,1245277, 1241195, 1241159, 1244712, 1244713, 1244715, 1244698, 1244729,1244751, 1244702, 1242567, 1242556, 1242561, 1240727, 1240742, 1240775,1240723, 1242344, 1242331, 1242332, 1241838, 1241828, 1241829, 1239353,1239370, 1239347, 1239389, 1245743, 1245744, 1245745, 1245747, 1245750,1244049, 1245208, 1245211, 1245214, 1245216, 1245665, 1245666, 1245810,1245801, 1245802, 1245805, 1240258, 1240259, 1243992, 1245190, 1242780,1242781, 1243615, 1239244, 1239251, 1239434, 1244934, 1244935, 1244936,1244937, 1244940, 1244941, 1240618, 1245554, 1245555, 1245272, 1245273,1242711, 1242712, 1245648, 1245649, 1245640, 1245641, 1245642, 1245644,1245645, 1245310, 1245299, 1245301, 1245303, 1245305, 1244350, 1244370,1244379, 1241721, 1241730, 1241712, 1241713, 1241714, 1245764, and1245765.
 133. A corn plant, comprising at least one haplotype that ispreferred for a yield-moisture ratio that is greater than 3 or negative,wherein yield is positive and moisture is negative.
 134. A corn plant ofclaim 133, comprising at least 177 haplotypes selected from the groupconsisting of haplotypes 1244629, 1240342, 1240346, 1240331, 1240349,1240354, 1240334, 1240336, 1240337, 1244955, 1244957, 1244958, 1244964,1244971, 1244973, 1244948, 1244976, 1244951, 1245015, 1245034, 1245038,1245002, 1245003, 1245006, 1242130, 1242131, 1242133, 1242134, 1242135,1245111, 1245112, 1240910, 1240911, 1240904, 1240909, 1244815, 1244806,1244808, 1244811, 1242730, 1242720, 1242724, 1241217, 1241224, 1241226,1241208, 1241241, 1241211, 1241212, 1241215, 1244632, 1244658, 1244634,1244635, 1244637, 1244639, 1238986, 1238993, 1238978, 1239002, 1239003,1238980, 1238982, 1238983, 1238985, 1245370, 1245361, 1245362, 1245363,1245367, 1245368, 1242928, 1242929, 1242931, 1243958, 1243959, 1243962,1245709, 1245710, 1245711, 1245714, 1240031, 1240033, 1241356, 1241345,1241349, 1241350, 1243712, 1243715, 1243721, 1243704, 1243727, 1243755,1243710, 1243711, 1239167, 1239171, 1239172, 1239156, 1239159, 1239209,1242375, 1242379, 1242383, 1242366, 1242385, 1242387, 1242410, 1242371,1242372, 1242373, 1244285, 1244275, 1244276, 1244279, 1243133, 1243134,1244534, 1244555, 1244529, 1244530, 1244531, 1243877, 1243864, 1243901,1243865, 1243866, 1243867, 1239500, 1239501, 1239506, 1239508, 1239491,1239493, 1239494, 1239497, 1239569, 1239570, 1242968, 1242969, 1240707,1244515, 1244516, 1244519, 1241565, 1241567, 1243917, 1243918, 1244159,1244160, 1244161, 1244164, 1244166, 1241406, 1241415, 1241417, 1241407,1241408, 1241409, 1241410, 1241411, 1239842, 1239843, 1239845, 1239846,1244582, 1244584, 1244587, 1240431, 1240437, 1240439, 1240421, 1240424,1240679, 1240680, 1240682, 1240684, 1240685, 1240687, 1244783, 1244784,1244779, 1244781, 1240812, 1240820, 1240824, 1240835, 1240802, 1240803,1240964, 1240998, 1240967, 1241015, 1243373, 1243383, 1243386, 1243392,1243399, 1243376, 1243381, 1245131, 1245133, 1245119, 1245122, 1245124,1245126, 1239147, 1239149, 1239150, 1241605, 1241609, 1241610, 1240262,1240263, 1240264, 1240265, 1240266, 1242881, 1242870, 1242871, 1242874,1245557, 1240248, 1240249, 1240250, 1240251, 1240252, 1240253, 1239342,1244000, 1244001, 1244502, 1244503, 1244504, 1244505, 1241571, 1241572,1241573, 1241574, 1244900, 1244902, 1244903, 1244906, 1244907, 1243110,1243122, 1243112, 1243115, 1243116, 1243117, 1243795, 1243787, 1243788,1243825, 1243789, 1243790, 1243792, 1239532, 1239533, 1239559, 1239534,1239536, 1239537, 1242237, 1242220, 1242221, 1242222, 1242224, 1242226,1239737, 1239738, 1239739, 1239740, 1239745, 1239981, 1239990, 1239983,1239985, 1239987, 1244168, 1244180, 1244169, 1244170, 1244175, 1240481,1240490, 1240521, 1240484, 1240485, 1240487, 1240488, 1242696, 1242687,1242688, 1242689, 1242690, 1242691, 1245719, 1245724, 1245725, 1244300,1244311, 1244301, 1244302, 1244304, 1241591, 1241583, 1241584, 1241588,1241437, 1241440, 1241441, 1241432, 1241433, 1241434, 1242943, 1242933,1242935, 1242938, 1243218, 1243210, 1243234, 1243211, 1243242, 1243213,1243214, 1243217, 1240948, 1240933, 1240934, 1240937, 1245530, 1245513,1245516, 1240241, 1240243, 1239403, 1239404, 1239406, 1238917, 1238922,1238926, 1238907, 1238927, 1238933, 1238938, 1238908, 1238909, 1238912,1244508, 1244509, 1244187, 1244188, 1244189, 1244190, 1244192, 1244801,1244802, 1244803, 1239313, 1239314, 1239315, 1239316, 1240668, 1240669,1240670, 1240671, 1245499, 1245500, 1245502, 1245503, 1245505, 1244272,1244273, 1243068, 1243070, 1243052, 1243081, 1243054, 1243546, 1243553,1243534, 1243535, 1243592, 1243539, 1242074, 1242077, 1242066, 1242069,1242071, 1242073, 1240127, 1240117, 1240142, 1240152, 1240120, 1240123,1240124, 1241899, 1244891, 1244894, 1244895, 1245405, 1245406, 1245407,1245408, 1239034, 1239043, 1239048, 1239035, 1239037, 1243502, 1243505,1243510, 1243493, 1243495, 1244888, 1244889, 1244890, 1245917, 1245920,1245923, 1243967, 1243968, 1243969, 1243970, 1243974, 1239581, 1239590,1239573, 1239603, 1239624, 1239577, 1239578, 1245572, 1245574, 1245589,1245598, 1245565, 1245566, 1245567, 1245569, 1242424, 1242433, 1242444,1242451, 1242426, 1242464, 1242427, 1242428, 1242431, 1241099, 1241110,1241112, 1241121, 1241124, 1241101, 1241102, 1241106, 1241107, 1241635,1241637, 1241627, 1241647, 1241651, 1241629, 1243417, 1243441, 1243447,1243448, 1243463, 1243424, 1240189, 1240196, 1240197, 1240180, 1240184,1240185; 1240922, 1240923, 1240924, 1245091, 1245083, 1245087, 1242987,1242989, 1243033, 1242992, 1242994, 1245296, 1245297, 1244438, 1244439,1244440, 1244441, 1244007, 1244095, 1244097, 1244098, 1244101, 1242537,1242548, 1242538, 1242540, 1242541, 1242542, 1245420, 1245412, 1242795,1242800, 1242786, 1242793, 1241037, 1241046, 1241048, 1241062, 1241029,1241030, 1241031, 1240036, 1240037, 1240072, 1240082, 1240041, 1240042,1240043, 1241971, 1241974, 1241957, 1241983, 1241958, 1241961, 1242953,1242954, 1242955, 1242956, 1242960, 1244872, 1240279, 1240280, 1240289,1240293, 1240272, 1240274, 1240275, 1244211, 1244216, 1244218, 1244201,1244226, 1244202, 1244238, 1244203, 1240713, 1240714, 1244921, 1244913,1244915, 1244917, 1244918, 1244919, 1239856, 1239857, 1239859, 1243855,1243857, 1243859, 1245927, 1245928, 1245929, 1245930, 1245931, 1242662,1242663, 1242664, 1242665, 1242666, 1242667, 1243607, 1243608, 1243609,1243612, 1243613, 1242159, 1242162, 1242163, 1242151, 1242152, 1242153,1242154, 1242157, 1245197, 1245198, 1245199, 1245200, 1245203, 1244588,1244606, 1244607, 1244589, 1244590, 1244591, 1244592, 1244593, 1239058,1239059, 1239060, 1239061, 1239885, 1239871, 1239873, 1239874, 1239876,1241880, 1241871, 1241873, 1241874, 1241876, 1240676, 1240677, 1240678,1242649, 1242633, 1242635, 1242636, 1242637, 1242638, 1242639, 1242640,1242506, 1242508, 1242513, 1242498, 1242502, 1242503, 1242504, 1243277,1243282, 1243285, 1243262, 1243264, 1243265, 1244115, 1244116, 1244107,1244130, 1244110, 1244112, 1244113, 1241699, 1241700, 1241702, 1245882,1245883, 1245885, 1243356, 1243347, 1243348, 1243349, 1243350, 1243351,1243352, 1242982, 1242984, 1244003, 1244004, 1245073, 1245074, 1245075,1245076, 1245814, 1245816, 1240018, 1240009, 1240011, 1240012, 1240665,1240666, 1243846, 1243847, 1243848, 1243850, 1242681, 1242682, 1240638,1240640, 1240641, 1240655, 1243623, 1243633, 1243624, 1243662, 1243628,1243629, 1241472, 1241475, 1241462, 1241482, 1241520, 1241468, 1242654,1242656, 1242658, 1242659, 1243328, 1243340, 1243317, 1243320, 1243321,1243322, 1242170, 1242197, 1245838, 1245862, 1245824, 1245827, 1239326,1239327, 1243157, 1243170, 1243172, 1243138, 1243185, 1243139, 1241282,1241288, 1241289, 1241300, 1241306, 1241274, 1239902, 1239904, 1239914,1239895, 1239934, 1239897, 1245250, 1245251, 1245253, 1245255, 1245238,1245257, 1245239, 1245245, 1244077, 1244078, 1244080, 1244081, 1244082,1240108, 1240109, 1240701, 1241093, 1241094, 1241088, 1241089, 1241090,1240589, 1240599, 1240601, 1240603, 1240593, 1240596, 1240597, 1241950,1241951, 1241952, 1242037, 1242039, 1239237, 1239240, 1239224, 1239226,1239228, 1240174, 1240175, 1240176, 1245782, 1245773, 1245775, 1239066,1239098, 1239068, 1239069, 1239123, 1242262, 1242271, 1242278, 1242293,1242311, 1242256, 1242257, 1244444, 1244456, 1244461, 1244467, 1244449,1239666, 1239656, 1239676, 1239686, 1239659, 1239713, 1244020, 1244012,1244015, 1244017, 1244018, 1244019, 1239278, 1239281, 1239270, 1239272,1239273, 1245179, 1245180, 1245181, 1245899, 1245892, 1240881, 1240884,1240886, 1241821, 1241822, 1245794, 1245795, 1245796, 1242981, 1242971,1242972, 1242974, 1242976, 1239334, 1239336, 1241794, 1241802, 1241787,1241788, 1241790, 1240581, 1240573, 1240574, 1240575, 1240576, 1240580,1239758, 1239749, 1239750, 1239751, 1239810, 1245275, 1245276, 1245277,1245278, 1241157, 1241195, 1241159, 1244712, 1244713, 1244698, 1244729,1244700, 1244751, 1244702, 1242567, 1242561, 1240742, 1240752, 1240760,1240719, 1240720, 1240775, 1240723, 1242340, 1242344, 1242331, 1242358,1242332, 1242335, 1242337, 1241828, 1241830, 1241832, 1239353, 1239357,1239370, 1239347, 1239389, 1245743, 1245744, 1245745, 1245749, 1245750,1244048, 1244053, 1244055, 1245208, 1245211, 1245212, 1245214, 1245216,1245660, 1245661, 1245695, 1245665, 1245801, 1245804, 1245805, 1240112,1240113, 1240114, 1240115, 1243992, 1243993, 1245190, 1245192, 1242779,1242781, 1243616, 1243617, 1239244, 1239245, 1239246, 1239248, 1239416,1239430, 1239434, 1239419, 1239420, 1239424, 1242708, 1242709, 1240169,1240171, 1244935, 1244936, 1244937, 1244940, 1244941, 1240617, 1240618,1242214, 1242215, 1242216, 1245554, 1245555, 1245272, 1245273, 1242714,1242715, 1242717, 1245648, 1245649, 1245638, 1245640, 1245642, 1245645,1245310, 1245299, 1245301, 1245303, 1245305, 1244350, 1244370, 1244379,1244354, 1243921, 1243922, 1243924, 1241713, 1241714, 1245764, and1245769.
 135. A soybean plant, comprising at least 3 haplotypes selectedfrom the group consisting of haplotypes 1262140, 1263534, 1262082,1262411, 1263994, 1264220, 1264704, 1262403, 1263084, 1264607, 1264076,1262066, 1262410, 1264390, 1263544, 1263999, 1264257, 1261823, 1264702,1264603, 1263717, 1264740, 1263391, 1262138, 1262086, 1264237, 1264188,1264473, 1262143, 1261808, 1262894, 1264610, 1262441, 1264701, 1263533,1262106, 1264638, 1264078, 1263993, 1262139, 1262984, 1263155, 1262487,1263696, 1262884, 1264703, 1264551, 1264379, 1262220, and
 1263150. 136.A soybean plant of claim 135, comprising at least 3 haplotypes selectedfrom the group consisting of haplotypes 1262140, 1263534, 1262082,1262411, 1263994, 1264220, 1264704, 1262403, 1263084, and
 1264607. 137.A soybean plant of claim 136, comprising at least 3 haplotypes selectedfrom the group consisting of haplotypes 1262140, 1263534, 1262082,1262411, and
 1263994. 138. A soybean plant of claim 135, comprising atleast 7 haplotypes selected from the group consisting of haplotypes1262140, 1263534, 1262082, 1262411, 1263994, 1264220, 1264704, 1262403,1263084, 1264607, 1264076, 1262066, 1262410, 1264390, 1263544, 1263999,1264257, 1261823, 1264702, 1264603, 1263717, 1264740, 1263391, 1262138,1262086, 1264237, 1264188, 1264473, 1262143, 1261808, 1262894, 1264610,1262441, 1264701, 1263533, 1262106, 1264638, 1264078, 1263993, 1262139,1262984, 1263155, 1262487, 1263696, 1262884, 1264703, 1264551, 1264379,1262220, and
 1263150. 139. A soybean plant of claim 138, comprising atleast 7 haplotypes selected from the group consisting of haplotypes1262140, 1263534, 1262082, 1262411, 1263994, 1264220, 1264704, 1262403,1263084, 1264607, 1264076, 1262066, 1262410, 1264390, 1263544, 1263999,1264257, 1261823, 1264702, 1264603, 1263717, 1264740, 1263391, 1262138,1262086, 1264237, 1264188, 1264473, 1262143, 1261808, 1262894, 1264610,1262441, 1264701, 1263533, 1262106, 1264638, 1264078, 1263993, and1262139.
 140. A soybean plant of claim 139, comprising at least 7haplotypes selected from the group consisting of haplotypes 1262140,1263534, 1262082, 1262411, 1263994, 1264220, 1264704, 1262403, 1263084,1264607, 1264076, 1262066, 1262410, 1264390, 1263544, 1263999, 1264257,1261823, 1264702, 1264603, 1263717, 1264740, 1263391, 1262138, 1262086,1264237, 1264188, 1264473, 1262143, and
 1261808. 141. A soybean plant ofclaim 140, comprising at least 7 haplotypes selected from the groupconsisting of haplotypes 1262140, 1263534, 1262082, 1262411, 1263994,1264220, 1264704, 1262403, 1263084, 1264607, 1264076, 1262066, 1262410,1264390, 1263544, 1263999, 1264257, 1261823, 1264702, and
 1264603. 142.A soybean plant, comprising at least 5 haplotypes selected from thegroup consisting of haplotypes 1264608, 1264243, 1263532, 1262142,1262081, 1261912, 1264707, 1262065, 1261923, 1262490, 1264754, 1263996,1262494, 1263165, 1263627, 1261816, 1263168, 1263703, 1262321, 1262761,1263984, 1262316, 1264739, 1264239, 1263708, 1263709, 1264232, 1263296,1262407, 1264226, 1264755, 1263710, 1262883, 1264587, 1264737, 1262704,1262428, 1264081, 1264726, 1264748, 1263161, 1262324, 1263299, 1263535,1261807, 1262329, 1263317, 1262962, 1263779, and
 1263645. 143. A soybeanplant of claim 142, comprising at least 5 haplotypes selected from thegroup consisting of haplotypes 1264608, 1264243, 1263532, 1262142,1262081, 1261912, 1264707, 1262065, 1261923, 1262490, 1264754, 1263996,1262494, 1263165, 1263627, 1261816, 1263168, 1263703, 1262321, 1262761.144. A soybean plant of claim 143, comprising at least 5 haplotypesselected from the group consisting of haplotypes 1264608, 1264243,1263532, 1262142, 1262081, 1261912, 1264707, 1262065, 1261923, and1262490.
 145. A soybean plant of claim 144, comprising at least 5haplotypes selected from the group consisting of haplotypes 1264608,1264243, 1263532, 1262142, and
 1262081. 146. A soybean plant of claim140, comprising at least 8 haplotypes selected from the group consistingof haplotypes 1264608, 1264243, 1263532, 1262142, 1262081, 1261912,1264707, 1262065, 1261923, 1262490, 1264754, 1263996, 1262494, 1263165,1263627, 1261816, 1263168, 1263703, 1262321, 1262761, 1263984, 1262316,1264739, 1264239, 1263708, 1263709, 1264232, 1263296, 1262407, 1264226,1264755, 1263710, 1262883, 1264587, 1264737, 1262704, 1262428, 1264081,1264726, 1264748, 1263161, 1262324, 1263299, 1263535, 1261807, 1262329,1263317, 1262962, 1263779, and
 1263645. 147. A soybean plant of claim146, comprising at least 8 haplotypes selected from the group consistingof haplotypes 1264608, 1264243, 1263532, 1262142, 1262081, 1261912,1264707, 1262065, 1261923, 1262490, 1264754, 1263996, 1262494, 1263165,1263627, 1261816, 1263168, 1263703, 1262321, 1262761, 1263984, 1262316,1264739, 1264239, 1263708, 1263709, 1264232, 1263296, 1262407, and1264226.
 148. A soybean plant of claim 140, comprising at least 11haplotypes selected from the group consisting of haplotypes 1264608,1264243, 1263532, 1262142, 1262081, 1261912, 1264707, 1262065, 1261923,1262490, 1264754, 1263996, 1262494, 1263165, 1263627, 1261816, 1263168,1263703, 1262321, 1262761, 1263984, 1262316, 1264739, 1264239, 1263708,1263709, 1264232, 1263296, 1262407, 1264226, 1264755, 1263710, 1262883,1264587, 1264737, 1262704, 1262428, 1264081, 1264726, 1264748, 1263161,1262324, 1263299, 1263535, 1261807, 1262329, 1263317, 1262962, 1263779,and
 1263645. 149. A soybean plant of claim 148, comprising at least 11haplotypes selected from the group consisting of haplotypes 1264608,1264243, 1263532, 1262142, 1262081, 1261912, 1264707, 1262065, 1261923,1262490, 1264754, 1263996, 1262494, 1263165, 1263627, 1261816, 1263168,1263703, 1262321, 1262761, 1263984, 1262316, 1264739, 1264239, 1263708,1263709, 1264232, 1263296, 1262407, 1264226, 1264755, 1263710, 1262883,1264587, 1264737, 1262704, 1262428, 1264081, 1264726, and
 1264748. 150.A soybean plant, comprising at least 3 haplotypes selected from thegroup consisting of haplotypes 1262671, 1264471, 1261887, 1262675,1264287, 1262108, 1264282, 1264608, 1263477, 1264236, 1263866, 1263843,1262099, 1263848, 1263833, 1263695, 1262837, 1263710, 1264309, 1261807,1264240, 1264189, 1263604, 1261923, 1264298, 1262239, 1262132, 1263161,1264265, 1264564, 1263138, 1263173, 1264232, 1262678, 1264785, 1264250,1262081, 1262989, 1264527, 1263535, 1264825, 1264075, 1262581, 1262491,1263921, 1262823, 1263455, 1262551, 1262787, and
 1264754. 151. A soybeanplant of claim 150, comprising at least 3 haplotypes selected from thegroup consisting of haplotypes 1262671, 1264471, 1261887, 1262675, and1264287.
 152. A soybean plant of claim 150, comprising at least 5haplotypes selected from the group consisting of haplotypes 1262671,1264471, 1261887, 1262675, 1264287, 1262108, 1264282, 1264608, 1263477,1264236, 1263866, 1263843, 1262099, 1263848, 1263833, 1263695, 1262837,1263710, 1264309, 1261807, 1264240, 1264189, 1263604, 1261923, 1264298,1262239, 1262132, 1263161, 1264265, 1264564, 1263138, 1263173, 1264232,1262678, 1264785, 1264250, 1262081, 1262989, 1264527, 1263535, 1264825,1264075, 1262581, 1262491, 1263921, 1262823, 1263455, 1262551, 1262787,and
 1264754. 153. A soybean plant of claim 152, comprising at least 5haplotypes selected from the group consisting of haplotypes 1262671,1264471, 1261887, 1262675, 1264287, 1262108, 1264282, 1264608, 1263477,and
 1264236. 154. A soybean plant of claim 150, comprising at least 7haplotypes selected from the group consisting of haplotypes 1262671,1264471, 1261887, 1262675, 1264287, 1262108, 1264282, 1264608, 1263477,1264236, 1263866, 1263843, 1262099, 1263848, 1263833, 1263695, 1262837,1263710, 1264309, 1261807, 1264240, 1264189, 1263604, 1261923, 1264298,1262239, 1262132, 1263161, 1264265, 1264564, 1263138, 1263173, 1264232,1262678, 1264785, 1264250, 1262081, 1262989, 1264527, 1263535, 1264825,1264075, 1262581, 1262491, 1263921, 1262823, 1263455, 1262551, 1262787,and
 1264754. 155. A soybean plant of claim 154, comprising at least 7haplotypes selected from the group consisting of haplotypes 1262671,1264471, 1261887, 1262675, 1264287, 1262108, 1264282, 1264608, 1263477,1264236, 1263866, 1263843, 1262099, 1263848, 1263833, 1263695, 1262837,1263710, 1264309, and
 1261807. 156. A soybean plant of claim 150,comprising at least 9 haplotypes selected from the group consisting ofhaplotypes 1262671, 1264471, 1261887, 1262675, 1264287, 1262108,1264282, 1264608, 1263477, 1264236, 1263866, 1263843, 1262099, 1263848,1263833, 1263695, 1262837, 1263710, 1264309, 1261807, 1264240, 1264189,1263604, 1261923, 1264298, 1262239, 1262132, 1263161, 1264265, 1264564,1263138, 1263173, 1264232, 1262678, 1264785, 1264250, 1262081, 1262989,1264527, 1263535, 1264825, 1264075, 1262581, 1262491, 1263921, 1262823,1263455, 1262551, 1262787, and
 1264754. 157. A soybean plant of claim156, comprising at least 9 haplotypes selected from the group consistingof haplotypes 1262671, 1264471, 1261887, 1262675, 1264287, 1262108,1264282, 1264608, 1263477, 1264236, 1263866, 1263843, 1262099, 1263848,1263833, 1263695, 1262837, 1263710, 1264309, 1261807, 1264240, 1264189,1263604, 1261923, 1264298, 1262239, 1262132, 1263161, 1264265, and1264564.
 158. A soybean plant of claim 150, comprising at least 11haplotypes selected from the group consisting of haplotypes 1262671,1264471, 1261887, 1262675, 1264287, 1262108, 1264282, 1264608, 1263477,1264236, 1263866, 1263843, 1262099, 1263848, 1263833, 1263695, 1262837,1263710, 1264309, 1261807, 1264240, 1264189, 1263604, 1261923, 1264298,1262239, 1262132, 1263161, 1264265, 1264564, 1263138, 1263173, 1264232,1262678, 1264785, 1264250, 1262081, 1262989, 1264527, 1263535, 1264825,1264075, 1262581, 1262491, 1263921, 1262823, 1263455, 1262551, 1262787,and
 1264754. 159. A soybean plant of claim 158, comprising at least 11haplotypes selected from the group consisting of haplotypes 1262671,1264471, 1261887, 1262675, 1264287, 1262108, 1264282, 1264608, 1263477,1264236, 1263866, 1263843, 1262099, 1263848, 1263833, 1263695, 1262837,1263710, 1264309, 1261807, 1264240, 1264189, 1263604, 1261923, 1264298,1262239, 1262132, 1263161, 1264265, 1264564, 1263138, 1263173, 1264232,1262678, 1264785, 1264250, 1262081, 1262989, 1264527, and
 1263535. 160.A soybean plant of claim 150, comprising at least 14 haplotypes selectedfrom the group consisting of haplotypes 1262671, 1264471, 1261887,1262675, 1264287, 1262108, 1264282, 1264608, 1263477, 1264236, 1263866,1263843, 1262099, 1263848, 1263833, 1263695, 1262837, 1263710, 1264309,1261807, 1264240, 1264189, 1263604, 1261923, 1264298, 1262239, 1262132,1263161, 1264265, 1264564, 1263138, 1263173, 1264232, 1262678, 1264785,1264250, 1262081, 1262989, 1264527, 1263535, 1264825, 1264075, 1262581,1262491, 1263921, 1262823, 1263455, 1262551, 1262787, and
 1264754. 161.A soybean plant, comprising at least 4 haplotypes selected from thegroup consisting of haplotypes 1264471, 1262675, 1263161, 1264608,1264287, 1263710, 1264226, 1262136, 1262081, 1263532, 1262678, 1264281,1264250, 1264296, 1262099, 1263031, 1263697, 1264280, 1263996, 1264292,1262494, 1264223, 1264243, 1262146, 1262108, 1262240, 1264585, 1264251,1261887, 1262246, 1262490, 1261807, 1263352, 1263866, 1262426, 1263478,1262568, 1262912, 1264843, 1262523, 1264282, 1261923, 1262065, 1262671,1261917, 1263477, 1263318, 1264167, 1264316, and
 1263364. 162. A soybeanplant of claim 161, comprising at least 4 haplotypes selected from thegroup consisting of haplotypes 1264471, 1262675, 1263161, 1264608, and1264287.
 163. A soybean plant of claim 161, comprising at least 5haplotypes selected from the group consisting of haplotypes 1264471,1262675, 1263161, 1264608, 1264287, 1263710, 1264226, 1262136, 1262081,1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031, 1263697,1264280, 1263996, 1264292, 1262494, 1264223, 1264243, 1262146, 1262108,1262240, 1264585, 1264251, 1261887, 1262246, 1262490, 1261807, 1263352,1263866, 1262426, 1263478, 1262568, 1262912, 1264843, 1262523, 1264282,1261923, 1262065, 1262671, 1261917, 1263477, 1263318, 1264167, 1264316,and
 1263364. 164. A soybean plant of claim 163, comprising at least 5haplotypes selected from the group consisting of haplotypes 1264471,1262675, 1263161, 1264608, 1264287, 1263710, 1264226, 1262136, 1262081,and
 1263532. 165. A soybean plant of claim 161, comprising at least 7haplotypes selected from the group consisting of haplotypes 1264471,1262675, 1263161, 1264608, 1264287, 1263710, 1264226, 1262136, 1262081,1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031, 1263697,1264280, 1263996, 1264292, 1262494, 1264223, 1264243, 1262146, 1262108,1262240, 1264585, 1264251, 1261887, 1262246, 1262490, 1261807, 1263352,1263866, 1262426, 1263478, 1262568, 1262912, 1264843, 1262523, 1264282,1261923, 1262065, 1262671, 1261917, 1263477, 1263318, 1264167, 1264316,and
 1263364. 166. A soybean plant of claim 165, comprising at least 7haplotypes selected from the group consisting of haplotypes 1264471,1262675, 1263161, 1264608, 1264287, 1263710, 1264226, 1262136, 1262081,1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031, 1263697,1264280, 1263996, and
 1264292. 167. A soybean plant of claim 161,comprising at least 9 haplotypes selected from the group consisting ofhaplotypes 1264471, 1262675, 1263161, 1264608, 1264287, 1263710,1264226, 1262136, 1262081, 1263532, 1262678, 1264281, 1264250, 1264296,1262099, 1263031, 1263697, 1264280, 1263996, 1264292, 1262494, 1264223,1264243, 1262146, 1262108, 1262240, 1264585, 1264251, 1261887, 1262246,1262490, 1261807, 1263352, 1263866, 1262426, 1263478, 1262568, 1262912,1264843, 1262523, 1264282, 1261923, 1262065, 1262671, 1261917, 1263477,1263318, 1264167, 1264316, and
 1263364. 168. A soybean plant of claim167, comprising at least 9 haplotypes selected from the group consistingof haplotypes 1264471, 1262675, 1263161, 1264608, 1264287, 1263710,1264226, 1262136, 1262081, 1263532, 1262678, 1264281, 1264250, 1264296,1262099, 1263031, 1263697, 1264280, 1263996, 1264292, 1262494, 1264223,1264243, 1262146, 1262108, 1262240, 1264585, 1264251, 1261887, and1262246.
 169. A soybean plant of claim 161, comprising at least 11haplotypes selected from the group consisting of haplotypes 1264471,1262675, 1263161, 1264608, 1264287, 1263710, 1264226, 1262136, 1262081,1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031, 1263697,1264280, 1263996, 1264292, 1262494, 1264223, 1264243, 1262146, 1262108,1262240, 1264585, 1264251, 1261887, 1262246, 1262490, 1261807, 1263352,1263866, 1262426, 1263478, 1262568, 1262912, 1264843, 1262523, 1264282,126.1923, 1262065, 1262671, 1261917, 1263477, 1263318, 1264167, 1264316,and
 1263364. 170. A soybean plant of claim 169, comprising at least 11haplotypes selected from the group consisting of haplotypes 1264471,1262675, 1263161, 1264608, 1264287, 1263710, 1264226, 1262136, 1262081,1263532, 1262678, 1264281, 1264250, 1264296, 1262099, 1263031, 1263697,1264280, 1263996, 1264292, 1262494, 1264223, 1264243, 1262146, 1262108,1262240, 1264585, 1264251, 1261887, 1262246, 1262490, 1261807, 1263352,1263866, 1262426, 1263478, 1262568, 1262912, 1264843, and
 1262523. 171.A soybean plant of claim 161, comprising at least 12 haplotypes selectedfrom the group consisting of haplotypes 1264471, 1262675, 1263161,1264608, 1264287, 1263710, 1264226, 1262136, 1262081, 1263532, 1262678,1264281, 1264250, 1264296, 1262099, 1263031, 1263697, 1264280, 1263996,1264292, 1262494, 1264223, 1264243, 1262146, 1262108, 1262240, 1264585,1264251, 1261887, 1262246, 1262490, 1261807, 1263352, 1263866, 1262426,1263478, 1262568, 1262912, 1264843, 1262523, 1264282, 1261923, 1262065,1262671, 1261917, 1263477, 1263318, 1264167, 1264316, and
 1263364. 172.A soybean plant, comprising at least one haplotype that is preferred fora yield-plant height ratio that is greater than 3 or negative, whereinyield is positive and plant height is negative.
 173. A soybean plant ofclaim 172, comprising at least 98 haplotypes selected from the group,consisting of haplotypes 1261747, 1261748, 1261750, 1261751, 1261757,1261765, 1261769, 1261778, 1261782, 1261783, 1261791, 1261800, 1261801,1261802, 1261803, 1261808, 1261810, 1261814, 1261818, 1261819, 1261822,1261823, 1261836, 1261837, 1261840, 1261849, 1261857, 1261858, 1261863,1261867, 1261872, 1261877, 1261881, 1261883, 1261910, 1261915, 1261916,1261918, 1261919, 1261920, 1261926, 1261931, 1261944, 1261948, 1261949,1261952, 1261963, 1261987, 1261988, 1261992, 1261993, 1261997, 1262002,1262004, 1262007, 1262010, 1262017, 1262021, 1262022, 1262026, 1262032,1262039, 1262040, 1262047, 1262068, 1262070, 1262086, 1262088, 1262097,1262098, 1262106, 1262109, 1262110, 1262132, 1262134, 1262135, 1262142,1262152, 1262217, 1262218, 1262222, 1262223, 1262239, 1262255, 1262256,1262258, 1262260, 1262262, 1262268, 1262270, 1262271, 1262276, 1262279,1262286, 1262312, 1262313, 1262314, 1262315, 1262316, 1262320, 1262323,1262324, 1262325, 1262326, 1262342, 1262351, 1262352, 1262355, 1262356,1262357, 1262365, 1262366, 1262371, 1262376, 1262380, 1262383, 1262384,1262390, 1262391, 1262394, 1262397, 1262404, 1262406, 1262407, 1262410,1262411, 1262420, 1262426, 1262428, 1262430, 1262447, 1262451, 1262452,1262465, 1262477, 1262478, 1262479, 1262480, 1262490, 1262495, 1262506,1262508, 1262510, 1262511, 1262512, 1262520, 1262522, 1262524, 1262527,1262528, 1262529, 1262530, 1262531, 1262533, 1262534, 1262536, 1262540,1262543, 1262549, 1262550, 1262551, 1262563, 1262569, 1262575, 1262587,1262623, 1262626, 1262627, 1262629, 1262633, 1262641, 1262642, 1262646,1262675, 1262681, 1262685, 1262695, 1262696, 1262698, 1262725, 1262726,1262727, 1262728, 1262737, 1262743, 1262745, 1262746, 1262749, 1262751,1262753, 1262763, 1262766, 1262767, 1262773, 1262774, 1262778, 1262781,1262787, 1262790, 1262791, 1262793, 1262794, 1262803, 1262806, 1262810,1262811, 1262814, 1262822, 1262824, 1262825, 1262828, 1262829, 1262830,1262839, 1262840, 1262845, 1262849, 1262865, 1262868, 1262869, 1262877,1262881, 1262882, 1262883, 1262884, 1262887, 1262888, 1262892, 1262893,1262894, 1262899, 1262901, 1262909, 1262910, 1262912, 1262915, 1262952,1262954, 1262961, 1262962, 1262981, 1262985, 1262987, 1262988, 1262989,1262991, 1262993, 1263004, 1263005, 1263008, 1263014, 1263015, 1263016,1263017, 1263021, 1263022, 1263029, 1263030, 1263031, 1263041, 1263043,1263044, 1263045, 1263048, 1263053, 1263054, 1263061, 1263063, 1263064,1263067, 1263071, 1263072, 1263078, 1263079, 1263084, 1263087, 1263088,1263091, 1263100, 1263102, 1263103, 1263104, 1263107, 1263108, 1263110,1263111, 1263115, 1263120, 1263124, 1263128, 1263129, 1263131, 1263132,1263133, 1263134, 1263135, 1263137, 1263139, 1263140, 1263142, 1263143,1263170, 1263172, 1263173, 1263178, 1263182, 1263183, 1263184, 1263185,1263209, 1263210, 1263225, 1263228, 1263233, 1263234, 1263236, 1263240,1263242, 1263243, 1263244, 1263247, 1263248, 1263265, 1263271, 1263273,1263274, 1263281, 1263283, 1263285, 1263286, 1263287, 1263288, 1263291,1263296, 1263299, 1263304, 1263306, 1263309, 1263310, 1263314, 1263315,1263319, 1263320, 1263323, 1263325, 1263370, 1263371, 1263377, 1263381,1263386, 1263392, 1263397, 1263402, 1263405, 1263406, 1263418, 1263419,1263421, 1263423, 1263425, 1263428, 1263434, 1263454, 1263455, 1263464,1263472, 1263475, 1263477, 1263499, 1263500, 1263504, 1263505, 1263509,1263510, 1263511, 1263515, 1263543, 1263544, 1263545, 1263546, 1263550,1263553, 1263560, 1263589, 1263593, 1263603, 1263604, 1263606, 1263608,1263620, 1263632, 1263633, 1263642, 1263645, 1263647, 1263649, 1263650,1263652, 1263657, 1263660, 1263661, 1263662, 1263665, 1263667, 1263669,1263674, 1263675, 1263678, 1263680, 1263681, 1263682, 1263701, 1263709,1263711, 1263712, 1263715, 1263716, 1263718, 1263720, 1263721, 1263725,1263727, 1263728, 1263731, 1263732, 1263738, 1263742, 1263744, 1263745,1263746, 1263774, 1263775, 1263776, 1263781, 1263782, 1263786, 1263804,1263805, 1263806, 1263810, 1263811, 1263812, 1263813, 1263814, 1263815,1263820, 1263823, 1263825, 1263831, 1263832, 1263834, 1263842, 1263843,1263849, 1263866, 1263871, 1263874, 1263894, 1263895, 1263898, 1263899,1263906, 1263908, 1263911, 1263913, 1263915, 1263966, 1263967, 1263968,1263969, 1263970, 1263974, 1263976, 1263984, 1263992, 1263994, 1264016,1264018, 1264020, 1264022, 1264028, 1264050, 1264055, 1264058, 1264060,1264064, 1264067, 1264068, 1264069, 1264070, 1264071, 1264072, 1264075,1264077, 1264078, 1264079, 1264080, 1264084, 1264091, 1264097, 1264111,1264115, 1264123, 1264124, 1264149, 1264150, 1264161, 1264163, 1264164,1264183, 1264184, 1264185, 1264188, 1264189, 1264190, 1264191, 1264194,1264195, 1264197, 1264202, 1264204, 1264209, 1264215, 1264217, 1264223,1264236, 1264237, 1264247, 1264249, 1264261, 1264265, 1264268, 1264272,1264278, 1264281, 1264282, 1264285, 1264287, 1264290, 1264293, 1264298,1264300, 1264301, 1264302, 1264308, 1264314, 1264316, 1264331, 1264332,1264336, 1264339, 1264350, 1264351, 1264362, 1264364, 1264366, 1264370,1264371, 1264374, 1264376, 1264377, 1264379, 1264382, 1264383, 1264390,1264391, 1264392, 1264398, 1264401, 1264403, 1264404, 1264407, 1264408,1264413, 1264415, 1264439, 1264441, 1264446, 1264447, 1264448, 1264451,1264452, 1264458, 1264459, 1264460, 1264463, 1264464, 1264466, 1264468,1264478, 1264483, 1264484, 1264485, 1264493, 1264494, 1264529, 1264531,1264537, 1264540, 1264543, 1264548, 1264550, 1264551, 1264552, 1264554,1264556, 1264557, 1264558, 1264589, 1264592, 1264597, 1264599, 1264601,1264624, 1264634, 1264635, 1264643, 1264646, 1264648, 1264659, 1264699,1264700, 1264701, 1264704, 1264716, 1264737, 1264738, 1264740, 1264743,1264744, 1264748, 1264754, 1264757, 1264766, 1264768, 1264775, 1264776,1264777, 1264786, 1264788, 1264789, 1264792, 1264793, 1264795, 1264799,1264801, 1264802, 1264844, 1264913, 1264919, 1264920, 1264921 1264922,1264924, 1264930, 1264932, 1264935, 1264937, 1264938, 1264939, 1264942,1264943, 1264950, 1264953, 1264954, and
 1264955. 174. A soybean plant,comprising at least one haplotype that is preferred for a yield-maturityratio that is greater than 3 or negative, wherein yield is positive andmaturity is negative.
 175. A soybean plant of claim 174, comprising atleast 64 haplotypes selected from the group consisting of haplotypes1261748, 1261751, 1261753, 1261765, 1261766, 1261769, 1261791, 1261793,1261794, 1261805, 1261810, 1261818, 1261819, 1261823, 1261837, 1261839,1261857, 1261858, 1261863, 1261864, 1261867, 1261872, 1261877, 1261890,1261892, 1261895, 1261896, 1261910, 1261911, 1261916, 1261920, 1261926,1261929, 1261931, 1261933, 1261942, 1261943, 1261947, 1261948, 1261949,1261955, 1261961, 1261968, 1261991, 1261993, 1261997, 1262040, 1262084,1262087, 1262094, 1262099, 1262105, 1262107, 1262109, 1262110, 1262132,1262133, 1262134, 1262140, 1262151, 1262181, 1262183, 1262189, 1262190,1262202, 1262208, 1262222, 1262223, 1262239, 1262241, 1262255, 1262257,1262259, 1262261, 1262262, 1262263, 1262268, 1262276, 1262279, 1262286,1262312, 1262315, 1262317, 1262320, 1262325, 1262326, 1262331, 1262333,1262335, 1262342, 1262383, 1262384, 1262385, 1262388, 1262389, 1262390,1262391, 1262393, 1262397, 1262401, 1262404, 1262405, 1262409, 1262410,1262411, 1262412, 1262415, 1262420, 1262426, 1262440, 1262447, 1262450,1262451, 1262452, 1262453, 1262457, 1262465, 1262480, 1262490, 1262495,1262505, 1262506, 1262509, 1262510, 1262517, 1262520, 1262522, 1262524,1262549, 1262550, 1262553, 1262573, 1262575, 1262587, 1262617, 1262618,1262619, 1262620, 1262622, 1262623, 1262626, 1262628, 1262632, 1262633,1262634, 1262636, 1262642, 1262646, 1262656, 1262726, 1262728, 1262747,1262751, 1262753, 1262763, 1262766, 1262767, 1262773, 1262783, 1262787,1262789, 1262794, 1262796, 1262798, 1262799, 1262807, 1262810, 1262814,1262822, 1262824, 1262825, 1262829, 1262830, 1262840, 1262845, 1262864,1262868, 1262876, 1262877, 1262881, 1262882, 1262888, 1262893, 1262899,1262907, 1262911, 1262914, 1262916, 1262917, 1262953, 1262959, 1262960,1263014, 1263015, 1263016, 1263017, 1263027, 1263028, 1263029, 1263040,1263041, 1263043, 1263046, 1263048, 1263067, 1263068, 1263069, 1263079,1263084, 1263093, 1263102, 1263103, 1263108, 1263111, 1263113, 1263115,1263120, 1263121, 1263129, 1263131, 1263133, 1263134, 1263139, 1263140,1263152, 1263157, 1263165, 1263168, 1263169, 1263170, 1263172, 1263173,1263174, 1263182, 1263183, 1263191, 1263206, 1263207, 1263234, 1263240,1263242, 1263245, 1263246, 1263273, 1263274, 1263283, 1263285, 1263287,1263289, 1263297, 1263304, 1263310, 1263315, 1263323, 1263329, 1263371,1263377, 1263386, 1263396, 1263397, 1263403, 1263419, 1263421, 1263428,1263434, 1263454, 1263455, 1263472, 1263474, 1263477, 1263499, 1263504,1263509, 1263510, 1263511, 1263515, 1263537, 1263539, 1263543, 1263545,1263552, 1263555, 1263560, 1263589, 1263594, 1263597, 1263603, 1263604,1263606, 1263608, 1263611, 1263624, 1263630, 1263631, 1263636, 1263640,1263641, 1263644, 1263647, 1263649, 1263652, 1263662, 1263665, 1263672,1263696, 1263711, 1263715, 1263716, 1263719, 1263721, 1263722, 1263723,1263727, 1263744, 1263746, 1263810, 1263811, 1263812, 1263814, 1263815,1263832, 1263834, 1263836, 1263843, 1263848, 1263849, 1263854, 1263866,1263907, 1263910, 1263912, 1263913, 1263918, 1263921, 1263924, 1263966,1263973, 1263983, 1263984, 1263993, 1264033, 1264034, 1264049, 1264055,1264060, 1264064, 1264072, 1264077, 1264078, 1264084, 1264089, 1264090,1264094, 1264111, 1264123, 1264148, 1264150, 1264152, 1264153, 1264155,1264160, 1264161, 1264164, 1264176, 1264177, 1264178, 1264182, 1264183,1264188, 1264189, 1264190, 1264191, 1264193, 1264194, 1264195, 1264199,1264201, 1264202, 1264206, 1264222, 1264223, 1264225, 1264239, 1264240,1264244, 1264247, 1264254, 1264257, 1264261, 1264265, 1264268, 1264272,1264278, 1264282, 1264286, 1264289, 1264290, 1264295, 1264296, 1264298,1264300, 1264303, 1264308, 1264311, 1264331, 1264332, 1264333, 1264338,1264339, 1264377, 1264383, 1264392, 1264400, 1264405, 1264415, 1264441,1264445, 1264446, 1264447, 1264448, 1264460, 1264464, 1264468, 1264478,1264480, 1264481, 1264482, 1264484, 1264490, 1264532, 1264533, 1264538,1264539, 1264543, 1264550, 1264552, 1264588, 1264597, 1264599, 1264601,1264636, 1264642, 1264643, 1264646, 1264658, 1264693, 1264707, 1264710,1264729, 1264738, 1264743, 1264746, 1264748, 1264754, 1264755, 1264757,1264766, 1264768, 1264771, 1264777, 1264782, 1264787, 1264788, 1264789,1264802, 1264848, 1264849, 1264851, 1264853, 1264856, 1264857, 1264858,1264860, 1264869, 1264874, 1264877, 1264883, 1264904, 1264910, 1264913,1264919, 1264924, 1264930, 1264934, 1264937, 1264939, 1264947, 1264953,1264955, and 1264956, wherein the haplotypes are preferred haplotypesfor a yield-maturity ratio that is greater than 5 or negative, whereinyield is positive and maturity is negative.